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source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Trains LMs to answer questions about their own activations in natural language.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 100, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ACTIVATIONORACLES25", "title": "Activation Oracles", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/activation-oracles/", "category": "alignment-research", "what_it_brings": "Trains LMs to answer questions about their own activations in natural language.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "ADFREE26": { "id": "ADFREE26", "title": "Claude is a Space to Think (Ad-Free Commitment)", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/claude-is-a-space-to-think", "source_url_raw": "https://www.anthropic.com/news/claude-is-a-space-to-think", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Commitment that Claude will remain ad-free; explains incentive reasoning.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 130, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ADFREE26", "title": "Claude is a Space to Think (Ad-Free Commitment)", "authors": "Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/news/claude-is-a-space-to-think", "category": "blog-post", "what_it_brings": "Commitment that Claude will remain ad-free; explains incentive reasoning.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AGENTICMISALIGN25": { "id": "AGENTICMISALIGN25", "title": "Agentic Misalignment: How LLMs Could Be Insider Threats", "authors": [ "Lynch", "Wright", "Larson", "Troy", "Ritchie", "Mindermann", "Perez", "Hubinger, et al." ], "year": "2025", "source_url": "https://www.anthropic.com/research/agentic-misalignment", "source_url_raw": "https://www.anthropic.com/research/agentic-misalignment", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Across 16 frontier models, agents engage in blackmail / corporate espionage when threatened with replacement.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 81, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AGENTICMISALIGN25", "title": "Agentic Misalignment: How LLMs Could Be Insider Threats", "authors": "Lynch, Wright, Larson, Troy, Ritchie, Mindermann, Perez, Hubinger, et al.", "year": "2025", "source_url": "https://www.anthropic.com/research/agentic-misalignment", "category": "research-paper", "what_it_brings": "Across 16 frontier models, agents engage in blackmail / corporate espionage when threatened with replacement.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AGIRUIN22": { "id": "AGIRUIN22", "title": "AGI Ruin: A List of Lethalities", "authors": [ "Eliezer Yudkowsky" ], "year": "2022", "source_url": "https://www.lesswrong.com/posts/uMQ3cqWDPHhjtiesc/agi-ruin-a-list-of-lethalities", "source_url_raw": "urllesswrong.com/.../agi-ruin-a-list-of-lethalitieshttps://www.lesswrong.com/posts/uMQ3cqWDPHhjtiesc/agi-ruin-a-list-of-lethalities", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Foundational pessimist case Leviathan must answer directly. The central objection is that written principles and current alignment tricks do not generalize across hidden cognition, self-modification, deception, and strategic capability gain.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AGIRUIN22", "title": "AGI Ruin: A List of Lethalities", "authors": "Eliezer Yudkowsky", "year": "2022", "source_url": "urllesswrong.com/.../agi-ruin-a-list-of-lethalitieshttps://www.lesswrong.com/posts/uMQ3cqWDPHhjtiesc/agi-ruin-a-list-of-lethalities", "category": "critique", "what_it_brings": "Foundational pessimist case Leviathan must answer directly. The central objection is that written principles and current alignment tricks do not generalize across hidden cognition, self-modification, deception, and strategic capability gain.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AGIRUIN_DISJ22": { "id": "AGIRUIN_DISJ22", "title": "AGI ruin scenarios are likely (and disjunctive)", "authors": [ "Nate Soares" ], "year": "2022-07", "source_url": "https://www.lesswrong.com/posts/ervaGwJ2ZcwqfCcLx/agi-ruin-scenarios-are-likely-and-disjunctive", "source_url_raw": "urllesswrong.com/.../agi-ruin-scenarios-are-likely-and-disjunctivehttps://www.lesswrong.com/posts/ervaGwJ2ZcwqfCcLx/agi-ruin-scenarios-are-likely-and-disjunctive", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Canonical “default failure” post. The key Leviathan-relevant claim is that success requires many conjunctive wins while ruin admits many independent routes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AGIRUIN_DISJ22", "title": "AGI ruin scenarios are likely (and disjunctive)", "authors": "Nate Soares", "year": "2022-07", "source_url": "urllesswrong.com/.../agi-ruin-scenarios-are-likely-and-disjunctivehttps://www.lesswrong.com/posts/ervaGwJ2ZcwqfCcLx/agi-ruin-scenarios-are-likely-and-disjunctive", "category": "critique", "what_it_brings": "Canonical “default failure” post. The key Leviathan-relevant claim is that success requires many conjunctive wins while ruin admits many independent routes.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AGI_FRAMEWORK_26": { "id": "AGI_FRAMEWORK_26", "title": "Measuring progress toward AGI: A cognitive framework", "authors": [ "Ryan Burnell", "Oran Kelly, et al." ], "year": "2026-03", "source_url": "https://blog.google/innovation-and-ai/models-and-research/google-deepmind/measuring-agi-cognitive-framework", "source_url_raw": "https://blog.google/innovation-and-ai/models-and-research/google-deepmind/measuring-agi-cognitive-framework", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Defines a 10-point cognitive taxonomy to empirically evaluate AI against human baselines. This offers a standardized ontological framework that Leviathan instances can utilize to set objective, universally understood capability thresholds in their constitutions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 81, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "AGI_FRAMEWORK_26", "title": "Measuring progress toward AGI: A cognitive framework", "authors": "Ryan Burnell, Oran Kelly, et al.", "year": "2026-03", "source_url": "https://blog.google/innovation-and-ai/models-and-research/google-deepmind/measuring-agi-cognitive-framework", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Defines a 10-point cognitive taxonomy to empirically evaluate AI against human baselines. This offers a standardized ontological framework that Leviathan instances can utilize to set objective, universally understood capability thresholds in their constitutions." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "AGI_SAFETY_COURSE_2X": { "id": "AGI_SAFETY_COURSE_2X", "title": "Introducing our short course on AGI safety", "authors": [ "DeepMind Safety Research" ], "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "source_url_raw": "https://deepmindsafetyresearch.medium.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Formalizes the curriculum for understanding existential risk and technical alignment. This establishes a baseline taxonomy that Leviathan users can reference when constructing their localized, sovereign safety protocols.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 107, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "AGI_SAFETY_COURSE_2X", "title": "Introducing our short course on AGI safety", "authors": "DeepMind Safety Research", "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Formalizes the curriculum for understanding existential risk and technical alignment. This establishes a baseline taxonomy that Leviathan users can reference when constructing their localized, sovereign safety protocols." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "AI2027_25": { "id": "AI2027_25", "title": "Thoughts on AI 2027", "authors": [ "Eliezer Yudkowsky" ], "year": "2025-04", "source_url": "https://intelligence.org/2025/04/09/thoughts-on-ai-2027/", "source_url_raw": "urlintelligence.org/2025/04/09/thoughts-on-ai-2027https://intelligence.org/2025/04/09/thoughts-on-ai-2027/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Updates the doom frame for short timelines and explicit scenario forecasting. Useful as recent validation that the pessimist position hardened, not softened, by 2025.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AI2027_25", "title": "Thoughts on AI 2027", "authors": "Eliezer Yudkowsky", "year": "2025-04", "source_url": "urlintelligence.org/2025/04/09/thoughts-on-ai-2027https://intelligence.org/2025/04/09/thoughts-on-ai-2027/", "category": "blog-post", "what_it_brings": "Updates the doom frame for short timelines and explicit scenario forecasting. Useful as recent validation that the pessimist position hardened, not softened, by 2025.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AIBOR22": { "id": "AIBOR22", "title": "Blueprint for an AI Bill of Rights: Making Automated Systems Work for the American People", "authors": [ "White House Office of Science", "Technology Policy" ], "year": "2022", "source_url": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "source_url_raw": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Five-principle rights-based framework (safe systems, anti-discrimination, privacy, notice, human alternatives); foundational US Lockean rhetoric, but explicitly non-binding. Status post-Jan 2025 unclear.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AIBOR22", "title": "Blueprint for an AI Bill of Rights: Making Automated Systems Work for the American People", "authors": "White House Office of Science and Technology Policy", "year": "2022", "source_url": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "category": "governance-document", "what_it_brings": "Five-principle rights-based framework (safe systems, anti-discrimination, privacy, notice, human alternatives); foundational US Lockean rhetoric, but explicitly non-binding. Status post-Jan 2025 unclear.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AIBOR_PDF22": { "id": "AIBOR_PDF22", "title": "Blueprint for an AI Bill of Rights — Full PDF", "authors": [ "OSTP" ], "year": "2022", "source_url": "https://marketingstorageragrs.blob.core.windows.net/webfiles/Blueprint-for-an-AI-Bill-of-Rights.pdf", "source_url_raw": "https://marketingstorageragrs.blob.core.windows.net/webfiles/Blueprint-for-an-AI-Bill-of-Rights.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Full text of the AIBOR including Technical Companion — primary source for the principle-based Lockean precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AIBOR_PDF22", "title": "Blueprint for an AI Bill of Rights — Full PDF", "authors": "OSTP", "year": "2022", "source_url": "https://marketingstorageragrs.blob.core.windows.net/webfiles/Blueprint-for-an-AI-Bill-of-Rights.pdf", "category": "governance-document", "what_it_brings": "Full text of the AIBOR including Technical Companion — primary source for the principle-based Lockean precedent.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AIFUTURES_PLANA26": { "id": "AIFUTURES_PLANA26", "title": "AI 2040: Plan A", "authors": [ "Daniel Kokotajlo", "Thomas Larsen", "Eli Lifland", "Romeo Dean", "Brendan Halstead", "Ryan Greenblatt" ], "year": "2026-07", "source_url": "https://ai-2040.com/", "source_url_raw": "https://ai-2040.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "CONVERGENCE, NOT AUTHORITY — this entry is deliberately narrow. The AI Futures Project sits at the shortest-timeline, highest-p(doom) tail of the field, and the numbers Kokotajlo repeats in public (a ~2029 median for superintelligence, a ~70% chance of things going badly wrong — The Diary Of A CEO, 2026-07-13, https://www.youtube.com/watch?v=_g4l7YkDQwA) are contested and are NOT used here as evidence for anything. What converges is structural, on two points. (1) Plan A treats CONCENTRATION OF POWER as a first-class risk even if alignment is solved — the same question Leviathan opens with (\"who governs AI agents when no one does\"; \"open weights ≠ open governance\", cf. OPENWEIGHTS26): a perfectly aligned model still leaves the values it is aligned TO ungoverned and unconsented. (2) The Plan A prescription maps mechanism-for-mechanism onto primitives Leviathan already implements at a different scale — \"Total Research Transparency\" (open algorithms plus model access) ↔ the append-only attestation / witness log; development distributed across dozens of actors in many countries ↔ federated instances plus fork freedom; reversibility (\"Mutually Assured Compute Destruction\", third-country datacenters destroyable on deal collapse) ↔ revocable conformance and withdrawable delegation; compute verification (inference-only verification, compute permits) ↔ the witness / effect-proof neighborhood, i.e. verify the effect rather than trust the promise. MISMATCH, stated plainly: Plan A's redistribution leg — compute-permit fees funding a Citizen's Dividend, rising 25 percent (2032) to 75 percent (2035) — has NO counterpart in Leviathan and does not belong in its lane; Leviathan governs consent and lineage, not transfer payments. The carriers also differ: Plan A rides a US-China treaty enforced by states, Leviathan is voluntary, forkable and bottom-up. Net use: Plan A says what SHOULD hold and leaves the mechanism to a negotiation that may never convene — a Leviathan-style substrate is a mechanism proposal for exactly that gap. Same team as the 2025 AI 2027 scenario forecast (https://ai-2027.com/; cf. AI2027_25 for Yudkowsky's response); org at https://www.aifutures.org/, Substack at https://blog.aifutures.org/, Kokotajlo at https://x.com/DKokotajlo. Kokotajlo forfeited roughly 2M USD in vested OpenAI equity in 2024 rather than sign a non-disparagement clause — context for why the source exists, not an argument.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 91, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AIFUTURES_PLANA26", "title": "AI 2040: Plan A", "authors": "Daniel Kokotajlo, Thomas Larsen, Eli Lifland, Romeo Dean, Brendan Halstead, Ryan Greenblatt", "year": "2026-07", "source_url": "https://ai-2040.com/", "category": "governance-document", "what_it_brings": "CONVERGENCE, NOT AUTHORITY — this entry is deliberately narrow. The AI Futures Project sits at the shortest-timeline, highest-p(doom) tail of the field, and the numbers Kokotajlo repeats in public (a ~2029 median for superintelligence, a ~70% chance of things going badly wrong — The Diary Of A CEO, 2026-07-13, https://www.youtube.com/watch?v=_g4l7YkDQwA) are contested and are NOT used here as evidence for anything. What converges is structural, on two points. (1) Plan A treats CONCENTRATION OF POWER as a first-class risk even if alignment is solved — the same question Leviathan opens with (\"who governs AI agents when no one does\"; \"open weights ≠ open governance\", cf. OPENWEIGHTS26): a perfectly aligned model still leaves the values it is aligned TO ungoverned and unconsented. (2) The Plan A prescription maps mechanism-for-mechanism onto primitives Leviathan already implements at a different scale — \"Total Research Transparency\" (open algorithms plus model access) ↔ the append-only attestation / witness log; development distributed across dozens of actors in many countries ↔ federated instances plus fork freedom; reversibility (\"Mutually Assured Compute Destruction\", third-country datacenters destroyable on deal collapse) ↔ revocable conformance and withdrawable delegation; compute verification (inference-only verification, compute permits) ↔ the witness / effect-proof neighborhood, i.e. verify the effect rather than trust the promise. MISMATCH, stated plainly: Plan A's redistribution leg — compute-permit fees funding a Citizen's Dividend, rising 25 percent (2032) to 75 percent (2035) — has NO counterpart in Leviathan and does not belong in its lane; Leviathan governs consent and lineage, not transfer payments. The carriers also differ: Plan A rides a US-China treaty enforced by states, Leviathan is voluntary, forkable and bottom-up. Net use: Plan A says what SHOULD hold and leaves the mechanism to a negotiation that may never convene — a Leviathan-style substrate is a mechanism proposal for exactly that gap. Same team as the 2025 AI 2027 scenario forecast (https://ai-2027.com/; cf. AI2027_25 for Yudkowsky's response); org at https://www.aifutures.org/, Substack at https://blog.aifutures.org/, Kokotajlo at https://x.com/DKokotajlo. Kokotajlo forfeited roughly 2M USD in vested OpenAI equity in 2024 rather than sign a non-disparagement clause — context for why the source exists, not an argument.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "AIMABLE23": { "id": "AIMABLE23", "title": "What I mean by “alignment is in large part about making cognition aimable at all”", "authors": [ "Nate Soares" ], "year": "2023-01", "source_url": "https://www.lesswrong.com/posts/NJYmovr9ZZAyyTBwM/what-i-mean-by-alignment-is-in-large-part-about-making", "source_url_raw": "urllesswrong.com/.../what-i-mean-by-alignment-is-in-large-part-about-makinghttps://www.lesswrong.com/posts/NJYmovr9ZZAyyTBwM/what-i-mean-by-alignment-is-in-large-part-about-making", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Sharp statement that the problem may be upstream of value choice: getting systems to robustly optimize *anything* intended may already be hard.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AIMABLE23", "title": "What I mean by “alignment is in large part about making cognition aimable at all”", "authors": "Nate Soares", "year": "2023-01", "source_url": "urllesswrong.com/.../what-i-mean-by-alignment-is-in-large-part-about-makinghttps://www.lesswrong.com/posts/NJYmovr9ZZAyyTBwM/what-i-mean-by-alignment-is-in-large-part-about-making", "category": "blog-post", "what_it_brings": "Sharp statement that the problem may be upstream of value choice: getting systems to robustly optimize *anything* intended may already be hard.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AINOW_2023": { "id": "AINOW_2023", "title": "2023 Landscape: Confronting Tech Power", "authors": [ "Amba Kak", "Sarah Myers West (AI Now Institute)" ], "year": "2023", "source_url": "https://ainowinstitute.org/wp-content/uploads/2023/04/AI-Now-2023-Landscape-Report-FINAL.pdf", "source_url_raw": "https://ainowinstitute.org/wp-content/uploads/2023/04/AI-Now-2023-Landscape-Report-FINAL.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "103-page report arguing AI is fundamentally about Big Tech power concentration — Lockean-left critique that regulation must target market structure, not just safety.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 107, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AINOW_2023", "title": "2023 Landscape: Confronting Tech Power", "authors": "Amba Kak, Sarah Myers West (AI Now Institute)", "year": "2023", "source_url": "https://ainowinstitute.org/wp-content/uploads/2023/04/AI-Now-2023-Landscape-Report-FINAL.pdf", "category": "critique", "what_it_brings": "103-page report arguing AI is fundamentally about Big Tech power concentration — Lockean-left critique that regulation must target market structure, not just safety.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AINOW_2025": { "id": "AINOW_2025", "title": "2025 Landscape: Artificial Power", "authors": [ "Amba Kak", "Sarah Myers West (AI Now Institute)" ], "year": "2025", "source_url": "https://ainowinstitute.org/publications/research/executive-summary-artificial-power", "source_url_raw": "https://ainowinstitute.org/publications/research/executive-summary-artificial-power", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Updates 2023 thesis post-DeepSeek, post-Stargate; argues deregulation is intentional concentration of power. Direct Leviathan-aligned critique of insufficient Lockean approach.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 108, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AINOW_2025", "title": "2025 Landscape: Artificial Power", "authors": "Amba Kak, Sarah Myers West (AI Now Institute)", "year": "2025", "source_url": "https://ainowinstitute.org/publications/research/executive-summary-artificial-power", "category": "critique", "what_it_brings": "Updates 2023 thesis post-DeepSeek, post-Stargate; argues deregulation is intentional concentration of power. Direct Leviathan-aligned critique of insufficient Lockean approach.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AINOW_RENAME25": { "id": "AINOW_RENAME25", "title": "AI Now Statement on UK AI Safety→Security Institute Transition", "authors": [ "AI Now Institute" ], "year": "2025", "source_url": "https://ainowinstitute.org/news/ai-now-statement-on-the-uk-ai-safety-institute-transition-to-the-uk-ai-security-institute", "source_url_raw": "https://ainowinstitute.org/news/ai-now-statement-on-the-uk-ai-safety-institute-transition-to-the-uk-ai-security-institute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Warns that defense-focused security framing applies \"piecemeal scrutiny\" — civil-society Lockean accountability voice.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 109, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AINOW_RENAME25", "title": "AI Now Statement on UK AI Safety→Security Institute Transition", "authors": "AI Now Institute", "year": "2025", "source_url": "https://ainowinstitute.org/news/ai-now-statement-on-the-uk-ai-safety-institute-transition-to-the-uk-ai-security-institute", "category": "critique", "what_it_brings": "Warns that defense-focused security framing applies \"piecemeal scrutiny\" — civil-society Lockean accountability voice.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AIPNGR08": { "id": "AIPNGR08", "title": "Artificial Intelligence as a Positive and Negative Factor in Global Risk", "authors": [ "Eliezer Yudkowsky" ], "year": "2008", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Classic statement that advanced AI is both the biggest upside and the biggest downside. Sets the asymmetric-stakes frame later doom arguments inherit.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AIPNGR08", "title": "Artificial Intelligence as a Positive and Negative Factor in Global Risk", "authors": "Eliezer Yudkowsky", "year": "2008", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Classic statement that advanced AI is both the biggest upside and the biggest downside. Sets the asymmetric-stakes frame later doom arguments inherit.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AISC_BUILDPAUSE25": { "id": "AISC_BUILDPAUSE25", "title": "Building the Pause Button: A Proposal for AI Compute Governance", "authors": [ "AI Safety Camp team" ], "year": "2025", "source_url": "https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "source_url_raw": "urlaisafety.camp/research-outputs/aisc10-virtual-2025https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Grassroots technical-governance effort aimed at intervention points in compute supply chains. Helpful for the movement/fellowship branch of pause thinking.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 111, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISC_BUILDPAUSE25", "title": "Building the Pause Button: A Proposal for AI Compute Governance", "authors": "AI Safety Camp team", "year": "2025", "source_url": "urlaisafety.camp/research-outputs/aisc10-virtual-2025https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "category": "governance-document", "what_it_brings": "Grassroots technical-governance effort aimed at intervention points in compute supply chains. Helpful for the movement/fellowship branch of pause thinking.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AISC_DECEPTION22": { "id": "AISC_DECEPTION22", "title": "Deceptive behaviour in multi-agent reinforcement learning environments", "authors": [ "AI Safety Camp team" ], "year": "2022", "source_url": "https://www.aisafety.camp/research-outputs/aisc6-virtual-2022", "source_url_raw": "urlaisafety.camp/research-outputs/aisc6-virtual-2022https://www.aisafety.camp/research-outputs/aisc6-virtual-2022", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Camp output focused on environments where deception and betrayal can emerge. Useful as exploratory evidence that treacherous behavior deserves empirical study.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 110, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISC_DECEPTION22", "title": "Deceptive behaviour in multi-agent reinforcement learning environments", "authors": "AI Safety Camp team", "year": "2022", "source_url": "urlaisafety.camp/research-outputs/aisc6-virtual-2022https://www.aisafety.camp/research-outputs/aisc6-virtual-2022", "category": "case-study", "what_it_brings": "Camp output focused on environments where deception and betrayal can emerge. Useful as exploratory evidence that treacherous behavior deserves empirical study.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AISC_SIMULATOR25": { "id": "AISC_SIMULATOR25", "title": "Simulator Theory", "authors": [ "AI Safety Camp team" ], "year": "2025", "source_url": "https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "source_url_raw": "urlaisafety.camp/research-outputs/aisc10-virtual-2025https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Reflects the “simulator lens” branch of contemporary skepticism about LLM agency and control. Useful as a field-level research direction adjacent to Conjecture/ARC concerns.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 112, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISC_SIMULATOR25", "title": "Simulator Theory", "authors": "AI Safety Camp team", "year": "2025", "source_url": "urlaisafety.camp/research-outputs/aisc10-virtual-2025https://www.aisafety.camp/research-outputs/aisc10-virtual-2025", "category": "alignment-research", "what_it_brings": "Reflects the “simulator lens” branch of contemporary skepticism about LLM agency and control. Useful as a field-level research direction adjacent to Conjecture/ARC concerns.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "AISI_ARXIV24": { "id": "AISI_ARXIV24", "title": "Understanding the First Wave of AI Safety Institutes: Characteristics, Functions, and Challenges", "authors": [ "Wasil et al." ], "year": "2024", "source_url": "https://arxiv.org/pdf/2410.09219", "source_url_raw": "https://arxiv.org/pdf/2410.09219", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Includes funding/structure table (UK £100M to 2030, US $10M 2024/25, Japan unclear) — concrete data on Lockean institutional capacity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 102, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_ARXIV24", "title": "Understanding the First Wave of AI Safety Institutes: Characteristics, Functions, and Challenges", "authors": "Wasil et al.", "year": "2024", "source_url": "https://arxiv.org/pdf/2410.09219", "category": "research-paper", "what_it_brings": "Includes funding/structure table (UK £100M to 2030, US $10M 2024/25, Japan unclear) — concrete data on Lockean institutional capacity.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK24": { "id": "AISI_UK24", "title": "UK AI Safety Institute Approach to Evaluations", "authors": [ "UK AI Safety Institute (DSIT)" ], "year": "2024", "source_url": "https://www.gov.uk/government/publications/ai-safety-institute-approach-to-evaluations", "source_url_raw": "https://www.gov.uk/government/publications/ai-safety-institute-approach-to-evaluations", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "real-world-precedent", "what_it_brings": "First systematic state-led frontier-model evaluation methodology — the strongest case that government can do meaningful technical Lockean oversight.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK24", "title": "UK AI Safety Institute Approach to Evaluations", "authors": "UK AI Safety Institute (DSIT)", "year": "2024", "source_url": "https://www.gov.uk/government/publications/ai-safety-institute-approach-to-evaluations", "category": "technical-report", "what_it_brings": "First systematic state-led frontier-model evaluation methodology — the strongest case that government can do meaningful technical Lockean oversight.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_ALIGN25": { "id": "AISI_UK_ALIGN25", "title": "UK AISI Alignment Evaluation Case-Study (Claude Opus 4.1/4.5, Sonnet 4.5, GPT-5)", "authors": [ "Souly", "Kirk", "Merizian", "D'Cruz", "Davies" ], "year": "2025", "source_url": "https://arxiv.org/pdf/2604.00788", "source_url_raw": "https://arxiv.org/pdf/2604.00788", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "real-world-precedent", "what_it_brings": "Demonstrates state-funded sabotage and evaluation-awareness testing on frontier models — concrete artifact of Lockean technical capacity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK_ALIGN25", "title": "UK AISI Alignment Evaluation Case-Study (Claude Opus 4.1/4.5, Sonnet 4.5, GPT-5)", "authors": "Souly, Kirk, Merizian, D'Cruz, Davies", "year": "2025", "source_url": "https://arxiv.org/pdf/2604.00788", "category": "research-paper", "what_it_brings": "Demonstrates state-funded sabotage and evaluation-awareness testing on frontier models — concrete artifact of Lockean technical capacity.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_HOMEPAGE": { "id": "AISI_UK_HOMEPAGE", "title": "UK AI Security Institute — about", "authors": [ "UK AISI / DSIT" ], "year": "2025", "source_url": "https://www.aisi.gov.uk/about", "source_url_raw": "https://www.aisi.gov.uk/about", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "£66m/year baseline funding, >£1.5B compute access, pre-deployment access MOUs — concrete Lockean state capacity figures.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK_HOMEPAGE", "title": "UK AI Security Institute — about", "authors": "UK AISI / DSIT", "year": "2025", "source_url": "https://www.aisi.gov.uk/about", "category": "governance-document", "what_it_brings": "£66m/year baseline funding, >£1.5B compute access, pre-deployment access MOUs — concrete Lockean state capacity figures.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_INSPECT24": { "id": "AISI_UK_INSPECT24", "title": "Inspect — open-source LLM evaluation framework", "authors": [ "UK AI Security Institute" ], "year": "2024", "source_url": "https://inspect.aisi.org.uk/", "source_url_raw": "https://inspect.aisi.org.uk/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "real-world-precedent", "what_it_brings": "State-built open-source eval infrastructure adopted by METR, Apollo, frontier labs — Lockean institution producing public goods that strengthen the regulatory commons.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK_INSPECT24", "title": "Inspect — open-source LLM evaluation framework", "authors": "UK AI Security Institute", "year": "2024", "source_url": "https://inspect.aisi.org.uk/", "category": "product-announcement", "what_it_brings": "State-built open-source eval infrastructure adopted by METR, Apollo, frontier labs — Lockean institution producing public goods that strengthen the regulatory commons.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_INSPECT_GH24": { "id": "AISI_UK_INSPECT_GH24", "title": "Inspect AI GitHub repository", "authors": [ "UK Government BEIS" ], "year": "2024", "source_url": "https://github.com/UKGovernmentBEIS/inspect_ai", "source_url_raw": "https://github.com/UKGovernmentBEIS/inspect_ai", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "real-world-precedent", "what_it_brings": "Repo evidence; >50 contributors across AISIs and labs validates state-led tooling can produce community-relied infrastructure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK_INSPECT_GH24", "title": "Inspect AI GitHub repository", "authors": "UK Government BEIS", "year": "2024", "source_url": "https://github.com/UKGovernmentBEIS/inspect_ai", "category": "product-announcement", "what_it_brings": "Repo evidence; >50 contributors across AISIs and labs validates state-led tooling can produce community-relied infrastructure.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_RENAME25": { "id": "AISI_UK_RENAME25", "title": "Renaming AI Safety Institute to AI Security Institute (Munich, Feb 2025)", "authors": [ "Peter Kyle / DSIT (UK Parliament Hansard)" ], "year": "2025", "source_url": "https://hansard.parliament.uk/commons/2025-02-24/debates/25022425000019/AISecurityInstitute", "source_url_raw": "https://hansard.parliament.uk/commons/2025-02-24/debates/25022425000019/AISecurityInstitute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "critique", "what_it_brings": "Documents the 2025 narrowing of UK mandate (away from bias/speech, toward CBRN/cyber/security) — evidence that political pressure can rapidly redirect Lockean institutions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AISI_UK_RENAME25", "title": "Renaming AI Safety Institute to AI Security Institute (Munich, Feb 2025)", "authors": "Peter Kyle / DSIT (UK Parliament Hansard)", "year": "2025", "source_url": "https://hansard.parliament.uk/commons/2025-02-24/debates/25022425000019/AISecurityInstitute", "category": "governance-document", "what_it_brings": "Documents the 2025 narrowing of UK mandate (away from bias/speech, toward CBRN/cyber/security) — evidence that political pressure can rapidly redirect Lockean institutions.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AISI_UK_TRENDS25": { "id": "AISI_UK_TRENDS25", "title": "AISI Frontier AI Trends Report 2025", "authors": [ "UK AI Security Institute (Souly", "Kirk", "Davies, et al.)" ], "year": "2025", "source_url": "https://www.aisi.gov.uk/research/aisi-frontier-ai-trends-report-2025", "source_url_raw": "https://www.aisi.gov.uk/research/aisi-frontier-ai-trends-report-2025", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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no scheme was guessed.", "category": "blog-essay", "lineage_type": "inadvertent-honest", "what_it_brings": "Few lines capture platform-scale cognitive centralization more cleanly than this one. citeturn3view2", "quote": "“We [...] are building a brain for the world.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 17, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ALTMAN_GENTLE_2025_C", "title": "The Gentle Singularity", "authors": "Sam Altman", "year": "2025-06", "source_url": "urlblog.samaltman.com/the-gentle-singularityturn3view2", "category": "blog-essay", "quote": "“We [...] are building a brain for the world.”", "what_it_brings": "Few lines capture platform-scale cognitive centralization more cleanly than this one. citeturn3view2", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ALTMAN_REFLECT_2025_A": { "id": "ALTMAN_REFLECT_2025_A", "title": "Reflections", "authors": [ "Sam Altman" ], "year": "2025-01", "source_url": "", "source_url_raw": "urlblog.samaltman.com/reflectionsturn3view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "power-consolidation-evidence", "what_it_brings": "Altman explicitly frames AGI as near enough that company governance itself becomes historically load-bearing. citeturn3view1", "quote": "“As we get closer to AGI, it feels like an important time [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 13, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ALTMAN_REFLECT_2025_A", "title": "Reflections", "authors": "Sam Altman", "year": "2025-01", "source_url": "urlblog.samaltman.com/reflectionsturn3view1", "category": "blog-essay", "quote": "“As we get closer to AGI, it feels like an important time [...]”", "what_it_brings": "Altman explicitly frames AGI as near enough that company governance itself becomes historically load-bearing. citeturn3view1", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ALTMAN_REFLECT_2025_B": { "id": "ALTMAN_REFLECT_2025_B", "title": "Reflections", "authors": [ "Sam Altman" ], "year": "2025-01", "source_url": "", "source_url_raw": "urlblog.samaltman.com/reflectionsturn3view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "safety-rhetoric-vs-action", "what_it_brings": "Reasserts the “broadly beneficial” mission in the same breath as scaling corporate power and product reach. citeturn3view1", "quote": "“We started OpenAI almost nine years ago because we believed that AGI was possible [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 14, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ALTMAN_REFLECT_2025_B", "title": "Reflections", "authors": "Sam Altman", "year": "2025-01", "source_url": "urlblog.samaltman.com/reflectionsturn3view1", "category": "blog-essay", "quote": "“We started OpenAI almost nine years ago because we believed that AGI was possible [...]”", "what_it_brings": "Reasserts the “broadly beneficial” mission in the same breath as scaling corporate power and product reach. citeturn3view1", "lineage_type": "safety-rhetoric-vs-action" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ALTMAN_SENATE_2025": { "id": "ALTMAN_SENATE_2025", "title": "Senate testimony on AI competitiveness", "authors": [ "Sam Altman" ], "year": "2025-05", "source_url": "", "source_url_raw": "urltechpolicy.press transcriptturn3view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "congressional-testimony", "lineage_type": "contradiction", "what_it_brings": "The 2025 posture is markedly more anti-friction than early safety-era rhetoric, useful as a public shift marker. citeturn3view3", "quote": "“sensible regulation that does not slow us down”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 18, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ALTMAN_SENATE_2025", "title": "Senate testimony on AI competitiveness", "authors": "Sam Altman", "year": "2025-05", "source_url": "urltechpolicy.press transcriptturn3view3", "category": "congressional-testimony", "quote": "“sensible regulation that does not slow us down”", "what_it_brings": "The 2025 posture is markedly more anti-friction than early safety-era rhetoric, useful as a public shift marker. citeturn3view3", "lineage_type": "contradiction" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ALTMAN_SENATE_2025_B": { "id": "ALTMAN_SENATE_2025_B", "title": "Senate testimony on AI competitiveness", "authors": [ "Sam Altman" ], "year": "2025-05", "source_url": "", "source_url_raw": "urltechpolicy.press transcriptturn3view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "congressional-testimony", "lineage_type": "safety-rhetoric-vs-action", "what_it_brings": "Calling pre-deployment vetting “disastrous” shows how quickly safety language can collapse into race logic. citeturn3view3", "quote": "“disastrous”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 19, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ALTMAN_SENATE_2025_B", "title": "Senate testimony on AI competitiveness", "authors": "Sam Altman", "year": "2025-05", "source_url": "urltechpolicy.press transcriptturn3view3", "category": "congressional-testimony", "quote": "“disastrous”", "what_it_brings": "Calling pre-deployment vetting “disastrous” shows how quickly safety language can collapse into race logic. citeturn3view3", "lineage_type": "safety-rhetoric-vs-action" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_ADOL_2026_A": { "id": "AMODEI_ADOL_2026_A", "title": "The Adolescence of Technology", "authors": [ "Dario Amodei" ], "year": "2026-01", "source_url": "", "source_url_raw": "urldarioamodei.com/essay/the-adolescence-of-technologyturn29view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "inadvertent-honest", "what_it_brings": "Possibly the most Leviathan-relevant phrase in the set: concentrated machine cognition as geopolitical actor. citeturn29view3", "quote": "“country of geniuses in a datacenter”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 60, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_ADOL_2026_A", "title": "The Adolescence of Technology", "authors": "Dario Amodei", "year": "2026-01", "source_url": "urldarioamodei.com/essay/the-adolescence-of-technologyturn29view3", "category": "blog-essay", "quote": "“country of geniuses in a datacenter”", "what_it_brings": "Possibly the most Leviathan-relevant phrase in the set: concentrated machine cognition as geopolitical actor. citeturn29view3", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_ADOL_2026_B": { "id": "AMODEI_ADOL_2026_B", "title": "The Adolescence of Technology", "authors": [ "Dario Amodei" ], "year": "2026-01", "source_url": "", "source_url_raw": "urldarioamodei.com/essay/the-adolescence-of-technologyturn29view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "power-consolidation-evidence", "what_it_brings": "He compresses timelines so aggressively that gradualist governance starts to look implausible. citeturn29view3", "quote": "“powerful AI could be as little as 1–2 years away”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 61, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_ADOL_2026_B", "title": "The Adolescence of Technology", "authors": "Dario Amodei", "year": "2026-01", "source_url": "urldarioamodei.com/essay/the-adolescence-of-technologyturn29view3", "category": "blog-essay", "quote": "“powerful AI could be as little as 1–2 years away”", "what_it_brings": "He compresses timelines so aggressively that gradualist governance starts to look implausible. citeturn29view3", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_DOD_2026_A": { "id": "AMODEI_DOD_2026_A", "title": "Statement on discussions with the Department of War", "authors": [ "Dario Amodei" ], "year": "2026-02", "source_url": "", "source_url_raw": "urlanthropic.com/news/statement-department-of-warturn29view4", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "press-conference", "lineage_type": "safety-rhetoric-vs-action", "what_it_brings": "Amodei moves from general safety discourse to explicit national-security alignment. citeturn29view4", "quote": "“using AI to defend the United States and other democracies”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 62, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_DOD_2026_A", "title": "Statement on discussions with the Department of War", "authors": "Dario Amodei", "year": "2026-02", "source_url": "urlanthropic.com/news/statement-department-of-warturn29view4", "category": "press-conference", "quote": "“using AI to defend the United States and other democracies”", "what_it_brings": "Amodei moves from general safety discourse to explicit national-security alignment. citeturn29view4", "lineage_type": "safety-rhetoric-vs-action" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_DOD_2026_B": { "id": "AMODEI_DOD_2026_B", "title": "Statement on discussions with the Department of War", "authors": [ "Dario Amodei" ], "year": "2026-02", "source_url": "", "source_url_raw": "urlanthropic.com/news/statement-department-of-warturn29view4", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "press-conference", "lineage_type": "safety-rhetoric-vs-action", "what_it_brings": "This matters because it shows how quickly safety-first branding can coexist with deep state deployment. citeturn29view4", "quote": "“worked proactively to deploy our models to the Department of War”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 63, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_DOD_2026_B", "title": "Statement on discussions with the Department of War", "authors": "Dario Amodei", "year": "2026-02", "source_url": "urlanthropic.com/news/statement-department-of-warturn29view4", "category": "press-conference", "quote": "“worked proactively to deploy our models to the Department of War”", "what_it_brings": "This matters because it shows how quickly safety-first branding can coexist with deep state deployment. citeturn29view4", "lineage_type": "safety-rhetoric-vs-action" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_INTERP_2025_A": { "id": "AMODEI_INTERP_2025_A", "title": "The Urgency of Interpretability", "authors": [ "Dario Amodei" ], "year": "2025-04", "source_url": "", "source_url_raw": "urldarioamodei.com/post/the-urgency-of-interpretabilityturn29view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "self-aware-warning", "what_it_brings": "One of the cleanest statements of asymmetry: understanding is lagging capability. citeturn29view1", "quote": "“We are thus in a race between interpretability and model intelligence.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 58, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_INTERP_2025_A", "title": "The Urgency of Interpretability", "authors": "Dario Amodei", "year": "2025-04", "source_url": "urldarioamodei.com/post/the-urgency-of-interpretabilityturn29view1", "category": "blog-essay", "quote": "“We are thus in a race between interpretability and model intelligence.”", "what_it_brings": "One of the cleanest statements of asymmetry: understanding is lagging capability. citeturn29view1", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_INTERP_2025_B": { "id": "AMODEI_INTERP_2025_B", "title": "The Urgency of Interpretability", "authors": [ "Dario Amodei" ], "year": "2025-04", "source_url": "", "source_url_raw": "urldarioamodei.com/post/the-urgency-of-interpretabilityturn29view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "self-aware-warning", "what_it_brings": "The 2027 target is concrete enough to function as a public benchmark rather than vague concern. citeturn29view1", "quote": "“interpretability can reliably detect most model problems”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 59, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_INTERP_2025_B", "title": "The Urgency of Interpretability", "authors": "Dario Amodei", "year": "2025-04", "source_url": "urldarioamodei.com/post/the-urgency-of-interpretabilityturn29view1", "category": "blog-essay", "quote": "“interpretability can reliably detect most model problems”", "what_it_brings": "The 2027 target is concrete enough to function as a public benchmark rather than vague concern. citeturn29view1", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_MOLG_2024_A": { "id": "AMODEI_MOLG_2024_A", "title": "Machines of Loving Grace", "authors": [ "Dario Amodei" ], "year": "2024-10", "source_url": "", "source_url_raw": "urldarioamodei.com/essay/machines-of-loving-graceturn29view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "self-aware-warning", "what_it_brings": "Amodei’s optimism always arrives coupled to catastrophic-risk awareness; that duality is central to his public record. citeturn29view0", "quote": "“the risks are the only thing standing between us and [...] a fundamentally positive future”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 54, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_MOLG_2024_A", "title": "Machines of Loving Grace", "authors": "Dario Amodei", "year": "2024-10", "source_url": "urldarioamodei.com/essay/machines-of-loving-graceturn29view0", "category": "blog-essay", "quote": "“the risks are the only thing standing between us and [...] a fundamentally positive future”", "what_it_brings": "Amodei’s optimism always arrives coupled to catastrophic-risk awareness; that duality is central to his public record. citeturn29view0", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMODEI_MOLG_2024_B": { "id": "AMODEI_MOLG_2024_B", "title": "Machines of Loving Grace", "authors": [ "Dario Amodei" ], "year": "2024-10", "source_url": "", "source_url_raw": "urldarioamodei.com/essay/machines-of-loving-graceturn29view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "techno-optimist-counter", "what_it_brings": "This is the pro-abundance pole of Amodei’s worldview and an important counterweight to pure doom framing. citeturn29view0", "quote": "“most people are underestimating just how radical the upside of AI could be”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 55, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "AMODEI_MOLG_2024_B", "title": "Machines of Loving Grace", "authors": "Dario Amodei", "year": "2024-10", "source_url": "urldarioamodei.com/essay/machines-of-loving-graceturn29view0", "category": "blog-essay", "quote": "“most people are underestimating just how radical the upside of AI could be”", "what_it_brings": "This is the pro-abundance pole of Amodei’s worldview and an important counterweight to pure doom framing. citeturn29view0", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "AMP18": { "id": "AMP18", "title": "Supervising Strong Learners by Amplifying Weak Experts", "authors": [ "Paul Christiano", "Buck Shlegeris", "Dario Amodei" ], "year": "2018", "source_url": "https://arxiv.org/abs/1810.08575", "source_url_raw": "urlarxiv.org/abs/1810.08575https://arxiv.org/abs/1810.08575", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Canonical iterated amplification/IDA paper. Leviathan should cite it as an ancestor of “constitutional scaffolding,” and of the critique that such scaffolding may not survive scale.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AMP18", "title": "Supervising Strong Learners by Amplifying Weak Experts", "authors": "Paul Christiano, Buck Shlegeris, Dario Amodei", "year": "2018", "source_url": "urlarxiv.org/abs/1810.08575https://arxiv.org/abs/1810.08575", "category": "research-paper", "what_it_brings": "Canonical iterated amplification/IDA paper. 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The canonical Hobbesian/anti-Lockean essay.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 118, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ANDREESSEN23", "title": "Why AI Will Save the World", "authors": "Marc Andreessen (a16z)", "year": "2023", "source_url": "https://a16z.com/ai-will-save-the-world/", "category": "critique", "what_it_brings": "Foundational anti-regulation manifesto framing AI safety advocates as \"Baptists\" and incumbent CEOs as \"Bootleggers\" seeking regulatory capture. The canonical Hobbesian/anti-Lockean essay.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "ANDREESSEN_TOM23": { "id": "ANDREESSEN_TOM23", "title": "Techno-Optimist Manifesto", "authors": [ "Marc Andreessen (a16z)" ], "year": "2023", "source_url": "https://en.wikipedia.org/wiki/Techno-Optimist_Manifesto", "source_url_raw": "https://en.wikipedia.org/wiki/Techno-Optimist_Manifesto", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Essay declaring \"trust and safety,\" \"tech ethics,\" \"sustainability,\" and \"risk management\" to be \"enemies\" — extreme anti-Lockean position.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 119, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ANDREESSEN_TOM23", "title": "Techno-Optimist Manifesto", "authors": "Marc Andreessen (a16z)", "year": "2023", "source_url": "https://en.wikipedia.org/wiki/Techno-Optimist_Manifesto", "category": "critique", "what_it_brings": "Essay declaring \"trust and safety,\" \"tech ethics,\" \"sustainability,\" and \"risk management\" to be \"enemies\" — extreme anti-Lockean position.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "ANTHROPICACADEMY24": { "id": "ANTHROPICACADEMY24", "title": "Anthropic Academy / Fellows Program for AI Safety Research", "authors": [ "Anthropic" ], "year": "2024", "source_url": "https://www.anthropic.com/news/anthropic-fellows-program", "source_url_raw": "https://www.anthropic.com/news/anthropic-fellows-program", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Launches mentorship program for AI safety research talent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 133, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ANTHROPICACADEMY24", "title": "Anthropic Academy / Fellows Program for AI Safety Research", "authors": "Anthropic", "year": "2024", "source_url": "https://www.anthropic.com/news/anthropic-fellows-program", "category": "policy", "what_it_brings": "Launches mentorship program for AI safety research talent.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "ANTHROPICAMAZON26": { "id": "ANTHROPICAMAZON26", "title": "Anthropic and Amazon Expand Collaboration for up to 5GW of New Compute", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/anthropic-amazon-compute", "source_url_raw": "https://www.anthropic.com/news/anthropic-amazon-compute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Major compute partnership expansion.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 124, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ANTHROPICAMAZON26", "title": "Anthropic and Amazon Expand Collaboration for up to 5GW of New Compute", "authors": "Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/news/anthropic-amazon-compute", "category": "product-announcement", "what_it_brings": "Major compute partnership expansion.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "ANTHROPICNEC26": { "id": "ANTHROPICNEC26", "title": "Anthropic and NEC Collaborate to Build Japan's Largest AI Engineering Workforce", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/anthropic-nec", "source_url_raw": "https://www.anthropic.com/news/anthropic-nec", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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no scheme was guessed.", "category": "governance-document", "lineage_type": "self-aware-warning", "what_it_brings": "The institutional version of Amodei’s risk thesis: capability growth is treated as inseparable from catastrophic-risk growth. citeturn29view2", "quote": "“As AI models become more capable [...] increasingly severe risks.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 56, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ANTHROPIC_RSP_2023", "title": "Anthropic’s Responsible Scaling Policy", "authors": "Anthropic", "year": "2023-09", "source_url": "urlanthropic.com/news/anthropics-responsible-scaling-policyturn29view2", "category": "governance-document", "quote": "“As AI models become more capable [...] increasingly severe risks.”", "what_it_brings": "The institutional version of Amodei’s risk thesis: capability growth is treated as inseparable from catastrophic-risk growth. citeturn29view2", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ANTHROPIC_RSP_2024": { "id": "ANTHROPIC_RSP_2024", "title": "Updated Responsible Scaling Policy", "authors": [ "Anthropic" ], "year": "2024-10", "source_url": "", "source_url_raw": "urlanthropic.com/news/announcing-our-updated-responsible-scaling-policyturn31view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "governance-document", "lineage_type": "safety-rhetoric-vs-action", "what_it_brings": "This is the clearest pre-2026 safety pledge and therefore the baseline against which later softening should be judged. citeturn31view1", "quote": "“we will not train or deploy models unless we have implemented adequate safeguards”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 57, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ANTHROPIC_RSP_2024", "title": "Updated Responsible Scaling Policy", "authors": "Anthropic", "year": "2024-10", "source_url": "urlanthropic.com/news/announcing-our-updated-responsible-scaling-policyturn31view1", "category": "governance-document", "quote": "“we will not train or deploy models unless we have implemented adequate safeguards”", "what_it_brings": "This is the clearest pre-2026 safety pledge and therefore the baseline against which later softening should be judged. citeturn31view1", "lineage_type": "safety-rhetoric-vs-action" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ANTHROPIC_RSP_2026": { "id": "ANTHROPIC_RSP_2026", "title": "Responsible Scaling Policy Version 3.0", "authors": [ "Anthropic" ], "year": "2026-02", "source_url": "", "source_url_raw": "urlanthropic.com/news/responsible-scaling-policy-v3turn31view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "governance-document", "lineage_type": "contradiction", "what_it_brings": "The important shift is from binding-feeling commitments toward transparency-forward, softer public targets. citeturn31view0", "quote": "“Rather than being hard commitments, these are public goals [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 64, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ANTHROPIC_RSP_2026", "title": "Responsible Scaling Policy Version 3.0", "authors": "Anthropic", "year": "2026-02", "source_url": "urlanthropic.com/news/responsible-scaling-policy-v3turn31view0", "category": "governance-document", "quote": "“Rather than being hard commitments, these are public goals [...]”", "what_it_brings": "The important shift is from binding-feeling commitments toward transparency-forward, softer public targets. citeturn31view0", "lineage_type": "contradiction" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "APPLE24": { "id": "APPLE24", "title": "Apple Intelligence: On-Device AI & Privacy", "authors": [ "Apple", "Inc." ], "year": "2024", "source_url": "https://security.apple.com/blog/private-cloud-compute/", "source_url_raw": "https://security.apple.com/blog/private-cloud-compute/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Documents the actual implementation outcome of the redemption plan; useful for studying liquidation-as-governance exit.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ARAGONRED24", "title": "ANT Redemption Initiative Report", "authors": "Aragon", "year": "2024-11", "source_url": "urlhttps://blog.aragon.org/ant-redemption-initiative-report/turn16search3", "category": "case-study", "what_it_brings": "Documents the actual implementation outcome of the redemption plan; useful for studying liquidation-as-governance exit.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "ARBAIP11_23": { "id": "ARBAIP11_23", "title": "Proposal: AIP-1.1 - Lockup, Budget, Transparency", "authors": [ "Arbitrum Foundation contributors" ], "year": "2023-04", "source_url": "https://forum.arbitrum.foundation/t/proposal-aip-1-1-lockup-budget-transparency/13360", "source_url_raw": "urlhttps://forum.arbitrum.foundation/t/proposal-aip-1-1-lockup-budget-transparency/13360turn42search4", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Captures the post-revolt split proposal that narrowed budget and transparency questions; evidence that community backlash can force modularization.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ARBAIP11_23", "title": "Proposal: AIP-1.1 - Lockup, Budget, Transparency", "authors": "Arbitrum Foundation contributors", "year": "2023-04", "source_url": "urlhttps://forum.arbitrum.foundation/t/proposal-aip-1-1-lockup-budget-transparency/13360turn42search4", "category": "governance-document", "what_it_brings": "Captures the post-revolt split proposal that narrowed budget and transparency questions; evidence that community backlash can force modularization.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "ARBAIP123": { "id": "ARBAIP123", "title": "AIP-1: Arbitrum Improvement Proposal Framework", "authors": [ "Arbitrum Foundation contributors" ], "year": "2023-03", "source_url": "https://forum.arbitrum.foundation/t/aip-1-arbitrum-improvement-proposal-framework/30", "source_url_raw": "urlhttps://forum.arbitrum.foundation/t/aip-1-arbitrum-improvement-proposal-framework/30turn42search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Primary launch text for Arbitrum DAO governance; baseline document for the community revolt over pre-committed foundation actions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ARBAIP123", "title": "AIP-1: Arbitrum Improvement Proposal Framework", "authors": "Arbitrum Foundation contributors", "year": "2023-03", "source_url": "urlhttps://forum.arbitrum.foundation/t/aip-1-arbitrum-improvement-proposal-framework/30turn42search0", "category": "governance-document", "what_it_brings": "Primary launch text for Arbitrum DAO governance; baseline document for the community revolt over pre-committed foundation actions.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "ARCAARAGON23": { "id": "ARCAARAGON23", "title": "A Bittersweet Outcome for Aragon's Governance Debacle", "authors": [ "Arca" ], "year": "2023-11", "source_url": "https://www.ar.ca/blog/a-bittersweet-outcome-for-aragons-governance-debacle", "source_url_raw": "urlhttps://www.ar.ca/blog/a-bittersweet-outcome-for-aragons-governance-debacleturn16search5", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Adds the minority-holder critique of Aragon’s resolution mechanics; useful for assessing fairness when DAOs “end” by treasury redemption.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ARCAARAGON23", "title": "A Bittersweet Outcome for Aragon's Governance Debacle", "authors": "Arca", "year": "2023-11", "source_url": "urlhttps://www.ar.ca/blog/a-bittersweet-outcome-for-aragons-governance-debacleturn16search5", "category": "critique", "what_it_brings": "Adds the minority-holder critique of Aragon’s resolution mechanics; useful for assessing fairness when DAOs “end” by treasury redemption.", "lineage_type": "critique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "ARGO26": { "id": "ARGO26", "title": "Interpreting Black Box Reward Models", "authors": [ "OpenAI" ], "year": "2026-03", "source_url": "https://alignment.openai.com/argo/", "source_url_raw": "https://alignment.openai.com/argo/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Helps translate opaque reward systems into legible rubrics, a constitutional audit primitive.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 83, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ARGO26", "title": "Interpreting Black Box Reward Models", "authors": "OpenAI", "year": "2026-03", "source_url": "https://alignment.openai.com/argo/", "category": "interpretability", "what_it_brings": "Helps translate opaque reward systems into legible rubrics, a constitutional audit primitive.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "ART_WORLDS_25": { "id": "ART_WORLDS_25", "title": "Dialogues Between Technologists and the Art Worlds", "authors": [ "Google DeepMind" ], "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Examines the socio-cultural integration of generative AI within creative industries. This highlights the necessity of soft-coded constitutional guardrails to manage copyright, mimicry, and the preservation of human creative sovereignty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 62, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "ART_WORLDS_25", "title": "Dialogues Between Technologists and the Art Worlds", "authors": "Google DeepMind", "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Examines the socio-cultural integration of generative AI within creative industries. This highlights the necessity of soft-coded constitutional guardrails to manage copyright, mimicry, and the preservation of human creative sovereignty." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "ATTENTIONQK25": { "id": "ATTENTIONQK25", "title": "Tracing Attention Computation Through Feature Interactions", "authors": [ "Kamath, et al." ], "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attention-qk/index.html", "source_url_raw": "https://transformer-circuits.pub/2025/attention-qk/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Method for explaining attention via feature interactions; integrates with attribution graphs.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 88, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ATTENTIONQK25", "title": "Tracing Attention Computation Through Feature Interactions", "authors": "Kamath, et al.", "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attention-qk/index.html", "category": "interpretability", "what_it_brings": "Method for explaining attention via feature interactions; integrates with attribution graphs.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "ATTNUPDATE25": { "id": "ATTNUPDATE25", "title": "Progress on Attention", "authors": [ "Anthropic Interpretability Team" ], "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attention-update/index.html", "source_url_raw": "https://transformer-circuits.pub/2025/attention-update/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Update on understanding attention mechanisms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 79, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ATTNUPDATE25", "title": "Progress on Attention", "authors": "Anthropic Interpretability Team", "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attention-update/index.html", "category": "interpretability", "what_it_brings": "Update on understanding attention mechanisms.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AUDITLLMS24": { "id": "AUDITLLMS24", "title": "Looking Inside Claude: Auditing Hidden Objectives in Language Models", "authors": [ "Marks", "Treutlein", "Bricken, et al." ], "year": "2024", "source_url": "https://www.anthropic.com/research/auditing-hidden-objectives", "source_url_raw": "https://www.anthropic.com/research/auditing-hidden-objectives", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Trains a model with a hidden objective and uses it as testbed for alignment audits.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 73, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AUDITLLMS24", "title": "Looking Inside Claude: Auditing Hidden Objectives in Language Models", "authors": "Marks, Treutlein, Bricken, et al.", "year": "2024", "source_url": "https://www.anthropic.com/research/auditing-hidden-objectives", "category": "alignment-research", "what_it_brings": "Trains a model with a hidden objective and uses it as testbed for alignment audits.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AUPAIR_25": { "id": "AUPAIR_25", "title": "AuPair: Golden Example Pairs for Code Repair", "authors": [ "Google DeepMind" ], "year": "2025-06", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Utilizes high-quality paired examples to autonomously repair code. This self-correction mechanism is vital for agents maintaining the integrity of their own software infrastructure without violating foundational constitutional constraints.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 66, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "AUPAIR_25", "title": "AuPair: Golden Example Pairs for Code Repair", "authors": "Google DeepMind", "year": "2025-06", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Utilizes high-quality paired examples to autonomously repair code. This self-correction mechanism is vital for agents maintaining the integrity of their own software infrastructure without violating foundational constitutional constraints." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "AUTOALIGNRES26": { "id": "AUTOALIGNRES26", "title": "Automated Alignment Researchers: Using LLMs to Scale Scalable Oversight", "authors": [ "Anthropic Alignment Science" ], "year": "2026", "source_url": "https://www.anthropic.com/research/automated-alignment-researchers", "source_url_raw": "https://www.anthropic.com/research/automated-alignment-researchers", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Builds autonomous AI agents that propose ideas, run experiments on alignment problems and outperform humans.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 107, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AUTOALIGNRES26", "title": "Automated Alignment Researchers: Using LLMs to Scale Scalable Oversight", "authors": "Anthropic Alignment Science", "year": "2026", "source_url": "https://www.anthropic.com/research/automated-alignment-researchers", "category": "alignment-research", "what_it_brings": "Builds autonomous AI agents that propose ideas, run experiments on alignment problems and outperform humans.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AUTOAUDIT25": { "id": "AUTOAUDIT25", "title": "Automated Auditing", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/automated-auditing/", "source_url_raw": "https://alignment.anthropic.com/2025/automated-auditing/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Uses agents to perform automated alignment audits including with interpretability tools.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AUTOAUDIT25", "title": "Automated Auditing", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/automated-auditing/", "category": "alignment-research", "what_it_brings": "Uses agents to perform automated alignment audits including with interpretability tools.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "AUTOREVIEW26": { "id": "AUTOREVIEW26", "title": "Auto-review of agent actions without synchronous human oversight", "authors": [ "OpenAI" ], "year": "2026-04", "source_url": "https://alignment.openai.com/auto-review/", "source_url_raw": "https://alignment.openai.com/auto-review/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "real-world-precedent", "what_it_brings": "Shows governance shifting toward asynchronous approval architectures for high-volume agents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AUTOREVIEW26", "title": "Auto-review of agent actions without synchronous human oversight", "authors": "OpenAI", "year": "2026-04", "source_url": "https://alignment.openai.com/auto-review/", "category": "alignment-research", "what_it_brings": "Shows governance shifting toward asynchronous approval architectures for high-volume agents.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "AU_AISI25": { "id": "AU_AISI25", "title": "Australian AI Safety Institute", "authors": [ "Australian Government (Albanese)" ], "year": "2025", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_raw": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Announced 25 November 2025 — late but confirmed Lockean adoption in Australia.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AU_AISI25", "title": "Australian AI Safety Institute", "authors": "Australian Government (Albanese)", "year": "2025", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "category": "governance-document", "what_it_brings": "Announced 25 November 2025 — late but confirmed Lockean adoption in Australia.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "AWS26": { "id": "AWS26", "title": "OpenAI models, Codex, and Managed Agents come to AWS", "authors": [ "OpenAI" ], "year": "2026-04", "source_url": "https://openai.com/index/openai-on-aws/", "source_url_raw": "https://openai.com/index/openai-on-aws/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Shows agent deployment becoming cloud infrastructure, not merely an app feature.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 117, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "AWS26", "title": "OpenAI models, Codex, and Managed Agents come to AWS", "authors": "OpenAI", "year": "2026-04", "source_url": "https://openai.com/index/openai-on-aws/", "category": "product-announcement", "what_it_brings": "Shows agent deployment becoming cloud infrastructure, not merely an app feature.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "B2BSIG26": { "id": "B2BSIG26", "title": "How frontier firms are pulling ahead", "authors": [ "OpenAI" ], "year": "2026-05", "source_url": "https://openai.com/index/introducing-b2b-signals/", "source_url_raw": "https://openai.com/index/introducing-b2b-signals/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Indicates that durable competitive advantage is shifting toward deeper, more delegated agent workflows.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 128, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "B2BSIG26", "title": "How frontier firms are pulling ahead", "authors": "OpenAI", "year": "2026-05", "source_url": "https://openai.com/index/introducing-b2b-signals/", "category": "case-study", "what_it_brings": "Indicates that durable competitive advantage is shifting toward deeper, more delegated agent workflows.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "BACKDOORS24": { "id": "BACKDOORS24", "title": "Backdoors as an analogy for deceptive alignment", "authors": [ "Jacob Hilton", "Mark Xu" ], "year": "2024-09", "source_url": "https://www.alignment.org/blog/backdoors-as-an-analogy-for-deceptive-alignment/", "source_url_raw": "urlalignment.org/.../backdoors-as-an-analogy-for-deceptive-alignmenthttps://www.alignment.org/blog/backdoors-as-an-analogy-for-deceptive-alignment/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "critique", "what_it_brings": "Gives a concrete analogy for deceptive alignment. Strong support for the claim that apparently compliant models can hide conditionally dangerous behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 71, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BACKDOORS24", "title": "Backdoors as an analogy for deceptive alignment", "authors": "Jacob Hilton, Mark Xu", "year": "2024-09", "source_url": "urlalignment.org/.../backdoors-as-an-analogy-for-deceptive-alignmenthttps://www.alignment.org/blog/backdoors-as-an-analogy-for-deceptive-alignment/", "category": "interpretability", "what_it_brings": "Gives a concrete analogy for deceptive alignment. Strong support for the claim that apparently compliant models can hide conditionally dangerous behavior.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "BANKEDU23": { "id": "BANKEDU23", "title": "DAOs and the Future of Education", "authors": [ "BanklessDAO" ], "year": "2023", "source_url": "https://banklessdao.substack.com/p/daos-and-the-future-of-education", "source_url_raw": "urlhttps://banklessdao.substack.com/p/daos-and-the-future-of-educationturn18search3", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Good source for BanklessDAO’s career-path and contributor-development framing; relevant to non-token governance incentives.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BANKEDU23", "title": "DAOs and the Future of Education", "authors": "BanklessDAO", "year": "2023", "source_url": "urlhttps://banklessdao.substack.com/p/daos-and-the-future-of-educationturn18search3", "category": "case-study", "what_it_brings": "Good source for BanklessDAO’s career-path and contributor-development framing; relevant to non-token governance incentives.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "BASICRUIN23": { "id": "BASICRUIN23", "title": "The Basic Reasons I Expect AGI Ruin", "authors": [ "Eliezer Yudkowsky" ], "year": "2023-04", "source_url": "https://www.lesswrong.com/posts/eaDCgdkbsfGqpWazi/the-basic-reasons-i-expect-agi-ruin", "source_url_raw": "urllesswrong.com/.../the-basic-reasons-i-expect-agi-ruinhttps://www.lesswrong.com/posts/eaDCgdkbsfGqpWazi/the-basic-reasons-i-expect-agi-ruin", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Cleaner, public-facing compression of the doom case. Useful for citing the minimum skeptic argument without importing the entire lethalities list.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BASICRUIN23", "title": "The Basic Reasons I Expect AGI Ruin", "authors": "Eliezer Yudkowsky", "year": "2023-04", "source_url": "urllesswrong.com/.../the-basic-reasons-i-expect-agi-ruinhttps://www.lesswrong.com/posts/eaDCgdkbsfGqpWazi/the-basic-reasons-i-expect-agi-ruin", "category": "blog-post", "what_it_brings": "Cleaner, public-facing compression of the doom case. Useful for citing the minimum skeptic argument without importing the entire lethalities list.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "BASTANI_FALC19": { "id": "BASTANI_FALC19", "title": "Fully Automated Luxury Communism: A Manifesto", "authors": [ "Aaron Bastani" ], "year": "2019", "source_url": "https://www.versobooks.com/products/476-fully-automated-luxury-communism", "source_url_raw": "https://www.versobooks.com/products/476-fully-automated-luxury-communism", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "The optimistic-left counterpoint: technology can liberate IF politically claimed. Leviathan inherits the political-claim ambition while declining the techno-determinism.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 70, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BASTANI_FALC19", "title": "Fully Automated Luxury Communism: A Manifesto", "authors": "Aaron Bastani", "year": "2019", "source_url": "https://www.versobooks.com/products/476-fully-automated-luxury-communism", "category": "book", "what_it_brings": "The optimistic-left counterpoint: technology can liberate IF politically claimed. Leviathan inherits the political-claim ambition while declining the techno-determinism.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "BCGWILD24": { "id": "BCGWILD24", "title": "Blockchain Governance in the Wild", "authors": [ "Kevin Werbach, et al." ], "year": "2024", "source_url": "https://cryptoeconomicsystems.pubpub.org/pub/blockchain-governance-wild/download/pdf", "source_url_raw": "urlhttps://cryptoeconomicsystems.pubpub.org/pub/blockchain-governance-wild/download/pdfhttps://cryptoeconomicsystems.pubpub.org/pub/blockchain-governance-wild/download/pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Recent survey of practical blockchain governance, especially useful for comparing Ethereum’s informal institutions with doctrine.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 84, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BCGWILD24", "title": "Blockchain Governance in the Wild", "authors": "Kevin Werbach, et al.", "year": "2024", "source_url": "urlhttps://cryptoeconomicsystems.pubpub.org/pub/blockchain-governance-wild/download/pdfhttps://cryptoeconomicsystems.pubpub.org/pub/blockchain-governance-wild/download/pdf", "category": "research-paper", "what_it_brings": "Recent survey of practical blockchain governance, especially useful for comparing Ethereum’s informal institutions with doctrine.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "BELIEFEDIT25": { "id": "BELIEFEDIT25", "title": "Modifying LLM Beliefs to Reduce Risk", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/belief-editing/", "source_url_raw": "https://alignment.anthropic.com/2025/belief-editing/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Studies whether modifying LLM beliefs decreases risk from advanced systems.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 146, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BELIEFEDIT25", "title": "Modifying LLM Beliefs to Reduce Risk", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/belief-editing/", "category": "alignment-research", "what_it_brings": "Studies whether modifying LLM beliefs decreases risk from advanced systems.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "BENDBWK22": { "id": "BENDBWK22", "title": "BendDAO Proposes Emergency Changes During Liquidity Crisis", "authors": [ "Blockworks" ], "year": "2022-08", "source_url": "https://blockworks.co/news/dao-liquidity-crisis", "source_url_raw": "urlhttps://blockworks.co/news/dao-liquidity-crisisturn19search3", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Clear contemporaneous account of parameter changes during the NFT-liquidity spiral; useful for governance-under-stress analysis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 61, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BENDBWK22", "title": "BendDAO Proposes Emergency Changes During Liquidity Crisis", "authors": "Blockworks", "year": "2022-08", "source_url": "urlhttps://blockworks.co/news/dao-liquidity-crisisturn19search3", "category": "case-study", "what_it_brings": "Clear contemporaneous account of parameter changes during the NFT-liquidity spiral; useful for governance-under-stress analysis.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "BENDCASE26": { "id": "BENDCASE26", "title": "A Case Study on the Liquidity Crisis of BendDAO", "authors": [ "J. Lin" ], "year": "2026", "source_url": "https://www.atlantis-press.com/proceedings/icedbc-25/126021740", "source_url_raw": "urlhttps://www.atlantis-press.com/proceedings/icedbc-25/126021740turn19search18", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Retrospective forensic analysis of BendDAO’s 2022 crisis; helps connect emergency governance changes to risk-model failure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 62, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BENDCASE26", "title": "A Case Study on the Liquidity Crisis of BendDAO", "authors": "J. Lin", "year": "2026", "source_url": "urlhttps://www.atlantis-press.com/proceedings/icedbc-25/126021740turn19search18", "category": "research-paper", "what_it_brings": "Retrospective forensic analysis of BendDAO’s 2022 crisis; helps connect emergency governance changes to risk-model failure.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "BENDER_GEBRU_SP21": { "id": "BENDER_GEBRU_SP21", "title": "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜", "authors": [ "Emily M. Bender", "Timnit Gebru", "Angelina McMillan-Major", "Margaret Mitchell" ], "year": "2021", "source_url": "https://dl.acm.org/doi/10.1145/3442188.3445922", "source_url_raw": "https://dl.acm.org/doi/10.1145/3442188.3445922", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Foundational technical-political critique of LLM scale; the Google-firing controversy itself is part of the lineage. Leviathan's \"constitution for the brain-writing age\" thesis presupposes this critique.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 74, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BENDER_GEBRU_SP21", "title": "On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜", "authors": "Emily M. Bender, Timnit Gebru, Angelina McMillan-Major, Margaret Mitchell", "year": "2021", "source_url": "https://dl.acm.org/doi/10.1145/3442188.3445922", "category": "research-paper", "what_it_brings": "Foundational technical-political critique of LLM scale; the Google-firing controversy itself is part of the lineage. Leviathan's \"constitution for the brain-writing age\" thesis presupposes this critique.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "BERNERS-LEE16": { "id": "BERNERS-LEE16", "title": "Solid: Social Linked Data (Web Decentralization Project)", "authors": [ "Tim Berners-Lee", "Inrupt team" ], "year": "2016-2020", "source_url": "https://solidproject.org/", "source_url_raw": "https://solidproject.org/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "User-controlled data Pods: all personal data in user-owned storage pods accessible by consented apps only. Establishes data sovereignty pattern for personal AI. Differentiates \"AI that remembers\" from \"AI that owns your memories.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BERNERS-LEE16", "title": "Solid: Social Linked Data (Web Decentralization Project)", "authors": "Tim Berners-Lee, Inrupt team", "year": "2016-2020", "source_url": "https://solidproject.org/", "category": "philosophy", "what_it_brings": "User-controlled data Pods: all personal data in user-owned storage pods accessible by consented apps only. Establishes data sovereignty pattern for personal AI. Differentiates \"AI that remembers\" from \"AI that owns your memories.\"", "lineage_type": "foundational" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "BETTER_BENCHMARKS_26": { "id": "BETTER_BENCHMARKS_26", "title": "Building better AI benchmarks: How many raters are enough?", "authors": [ "Google Research" ], "year": "2026-03", "source_url": "https://research.google/blog/", "source_url_raw": "https://research.google/blog/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "alignment-research", "what_it_brings": "Investigates the statistical thresholds required for reliable human evaluation. This provides empirical data supporting the shift from noisy, human-driven RLHF to mathematically rigorous Constitutional AI and AI-driven feedback loops.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 98, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "BETTER_BENCHMARKS_26", "title": "Building better AI benchmarks: How many raters are enough?", "authors": "Google Research", "year": "2026-03", "source_url": "https://research.google/blog/", "category": "blog-post", "lineage_type": "alignment-research", "what_it_brings": "Investigates the statistical thresholds required for reliable human evaluation. This provides empirical data supporting the shift from noisy, human-driven RLHF to mathematically rigorous Constitutional AI and AI-driven feedback loops." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "BIDEN_M24-10": { "id": "BIDEN_M24-10", "title": "OMB Memorandum M-24-10: Advancing Governance, Innovation, and Risk Management for Agency Use of AI", "authors": [ "White House OMB" ], "year": "2024", "source_url": "https://www.theemployerreport.com/2025/01/ai-tug-of-war-trump-pulls-back-bidens-ai-plans/", "source_url_raw": "https://www.theemployerreport.com/2025/01/ai-tug-of-war-trump-pulls-back-bidens-ai-plans/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "critique", "what_it_brings": "Required Chief AI Officers, AI use-case inventories, minimum risk practices — most operationally consequential US Lockean instrument; ordered to be revised by Trump AI EO.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 57, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BIDEN_M24-10", "title": "OMB Memorandum M-24-10: Advancing Governance, Innovation, and Risk Management for Agency Use of AI", "authors": "White House OMB", "year": "2024", "source_url": "https://www.theemployerreport.com/2025/01/ai-tug-of-war-trump-pulls-back-bidens-ai-plans/", "category": "governance-document", "what_it_brings": "Required Chief AI Officers, AI use-case inventories, minimum risk practices — most operationally consequential US Lockean instrument; ordered to be revised by Trump AI EO.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BIOLLM25": { "id": "BIOLLM25", "title": "On the Biology of a Large Language Model", "authors": [ "Lindsey", "Gurnee", "Ameisen", "Templeton", "Marcus", "Olah, et al." ], "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attribution-graphs/biology.html", "source_url_raw": "https://transformer-circuits.pub/2025/attribution-graphs/biology.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "Applies attribution graphs to Claude 3.5 Haiku; finds multilingual circuits, planning, hallucination mechanisms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 77, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BIOLLM25", "title": "On the Biology of a Large Language Model", "authors": "Lindsey, Gurnee, Ameisen, Templeton, Marcus, Olah, et al.", "year": "2025", "source_url": "https://transformer-circuits.pub/2025/attribution-graphs/biology.html", "category": "interpretability", "what_it_brings": "Applies attribution graphs to Claude 3.5 Haiku; finds multilingual circuits, planning, hallucination mechanisms.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "BIOMYSTERY26": { "id": "BIOMYSTERY26", "title": "Evaluating Claude's Bioinformatics Research Capabilities with BioMysteryBench", "authors": [ "Anthropic Science" ], "year": "2026", "source_url": "https://www.anthropic.com/research/Evaluating-Claude-For-Bioinformatics-With-BioMysteryBench", "source_url_raw": "https://www.anthropic.com/research/Evaluating-Claude-For-Bioinformatics-With-BioMysteryBench", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "New benchmark testing Claude on real open-ended bioinformatics research problems.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 114, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BIOMYSTERY26", "title": "Evaluating Claude's Bioinformatics Research Capabilities with BioMysteryBench", "authors": "Anthropic Science", "year": "2026", "source_url": "https://www.anthropic.com/research/Evaluating-Claude-For-Bioinformatics-With-BioMysteryBench", "category": "research-paper", "what_it_brings": "New benchmark testing Claude on real open-ended bioinformatics research problems.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "BIORISK25": { "id": "BIORISK25", "title": "Biorisk Uplift Study", "authors": [ "Anthropic Frontier Red Team" ], "year": "2025", "source_url": "https://red.anthropic.com/2025/biorisk/", "source_url_raw": "https://red.anthropic.com/2025/biorisk/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "safety", "lineage_type": "policy", "what_it_brings": "Reports clearer warning signs of AI biorisk uplift in mid-2025 models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 106, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BIORISK25", "title": "Biorisk Uplift Study", "authors": "Anthropic Frontier Red Team", "year": "2025", "source_url": "https://red.anthropic.com/2025/biorisk/", "category": "safety", "what_it_brings": "Reports clearer warning signs of AI biorisk uplift in mid-2025 models.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "BIRDSEYE24": { "id": "BIRDSEYE24", "title": "A bird’s eye view of ARC’s research", "authors": [ "Jacob Hilton" ], "year": "2024-10", "source_url": "https://www.alignment.org/blog/a-birds-eye-view-of-arcs-research/", "source_url_raw": "urlalignment.org/.../a-birds-eye-view-of-arcs-researchhttps://www.alignment.org/blog/a-birds-eye-view-of-arcs-research/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Best single map of the mature ARC agenda. Useful as the clearest official articulation of why mechanism-level understanding remains central.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 74, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BIRDSEYE24", "title": "A bird’s eye view of ARC’s research", "authors": "Jacob Hilton", "year": "2024-10", "source_url": "urlalignment.org/.../a-birds-eye-view-of-arcs-researchhttps://www.alignment.org/blog/a-birds-eye-view-of-arcs-research/", "category": "blog-post", "what_it_brings": "Best single map of the mature ARC agenda. Useful as the clearest official articulation of why mechanism-level understanding remains central.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "BLETCHLEY23": { "id": "BLETCHLEY23", "title": "The Bletchley Declaration by Countries Attending the AI Safety Summit, 1–2 November 2023", "authors": [ "UK Government + 28 countries + EU" ], "year": "2023", "source_url": "https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023", "source_url_raw": "https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "First multilateral declaration on frontier AI risk including US, UK, EU, China — the founding moment of internationally-coordinated Lockean governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BLETCHLEY23", "title": "The Bletchley Declaration by Countries Attending the AI Safety Summit, 1–2 November 2023", "authors": "UK Government + 28 countries + EU", "year": "2023", "source_url": "https://www.gov.uk/government/publications/ai-safety-summit-2023-the-bletchley-declaration/the-bletchley-declaration-by-countries-attending-the-ai-safety-summit-1-2-november-2023", "category": "governance-document", "what_it_brings": "First multilateral declaration on frontier AI risk including US, UK, EU, China — the founding moment of internationally-coordinated Lockean governance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BLETCHLEY_CHAIR23": { "id": "BLETCHLEY_CHAIR23", "title": "Chair's Summary of the AI Safety Summit 2023, Bletchley Park", "authors": [ "UK Government" ], "year": "2023", "source_url": "https://assets.publishing.service.gov.uk/media/6543e0b61f1a60000d360d2b/aiss-chair-statement.pdf", "source_url_raw": "https://assets.publishing.service.gov.uk/media/6543e0b61f1a60000d360d2b/aiss-chair-statement.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Records explicit acknowledgement that \"voluntary commitments would need to be put on a legal or regulatory footing in due course.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BLETCHLEY_CHAIR23", "title": "Chair's Summary of the AI Safety Summit 2023, Bletchley Park", "authors": "UK Government", "year": "2023", "source_url": "https://assets.publishing.service.gov.uk/media/6543e0b61f1a60000d360d2b/aiss-chair-statement.pdf", "category": "governance-document", "what_it_brings": "Records explicit acknowledgement that \"voluntary commitments would need to be put on a legal or regulatory footing in due course.\"", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BLOBS24": { "id": "BLOBS24", "title": "Ethereum has blobs. Where do we go from here?", "authors": [ "Vitalik Buterin" ], "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/03/28/blobs.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2024/03/28/blobs.htmlhttps://vitalik.eth.limo/general/2024/03/28/blobs.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Post-4844 roadmap text on scaling after a major governance win; important for L1/L2 federal design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 73, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BLOBS24", "title": "Ethereum has blobs. Where do we go from here?", "authors": "Vitalik Buterin", "year": "2024", "source_url": "urlhttps://vitalik.eth.limo/general/2024/03/28/blobs.htmlhttps://vitalik.eth.limo/general/2024/03/28/blobs.html", "category": "blog-post", "what_it_brings": "Post-4844 roadmap text on scaling after a major governance win; important for L1/L2 federal design.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "BLOCKSIZE24": { "id": "BLOCKSIZE24", "title": "Some reflections on the Bitcoin block size war", "authors": [ "Vitalik Buterin" ], "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/31/blocksize.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2024/05/31/blocksize.htmlhttps://vitalik.eth.limo/general/2024/05/31/blocksize.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Reflection on governance conflict, ossification, and social-layer failure; useful negative comparison for Ethereum and Leviathan.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 78, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BLOCKSIZE24", "title": "Some reflections on the Bitcoin block size war", "authors": "Vitalik Buterin", "year": "2024", "source_url": "urlhttps://vitalik.eth.limo/general/2024/05/31/blocksize.htmlhttps://vitalik.eth.limo/general/2024/05/31/blocksize.html", "category": "blog-post", "what_it_brings": "Reflection on governance conflict, ossification, and social-layer failure; useful negative comparison for Ethereum and Leviathan.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "BRADFORD_DE23": { "id": "BRADFORD_DE23", "title": "Digital Empires: The Global Battle to Regulate Technology", "authors": [ "Anu Bradford" ], "year": "2023", "source_url": "https://global.oup.com/academic/product/digital-empires-9780197649268", "source_url_raw": "https://global.oup.com/academic/product/digital-empires-9780197649268", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "foundational", "what_it_brings": "Three regulatory empires (US market / China state / EU rights). Leviathan proposes a fourth model: federated constitutional sovereignty per instance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 71, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BRADFORD_DE23", "title": "Digital Empires: The Global Battle to Regulate Technology", "authors": "Anu Bradford", "year": "2023", "source_url": "https://global.oup.com/academic/product/digital-empires-9780197649268", "category": "book", "what_it_brings": "Three regulatory empires (US market / China state / EU rights). Leviathan proposes a fourth model: federated constitutional sovereignty per instance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "BRIDLE_NDA18": { "id": "BRIDLE_NDA18", "title": "New Dark Age: Technology and the End of the Future", "authors": [ "James Bridle" ], "year": "2018", "source_url": "https://www.versobooks.com/products/640-new-dark-age", "source_url_raw": "https://www.versobooks.com/products/640-new-dark-age", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "foundational", "what_it_brings": "Computation as obscurer rather than illuminator. Leviathan's logging-and-fork primitives are an explicit move toward intelligibility.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 65, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BRIDLE_NDA18", "title": "New Dark Age: Technology and the End of the Future", "authors": "James Bridle", "year": "2018", "source_url": "https://www.versobooks.com/products/640-new-dark-age", "category": "book", "what_it_brings": "Computation as obscurer rather than illuminator. Leviathan's logging-and-fork primitives are an explicit move toward intelligibility.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "BRIDLE_WOB22": { "id": "BRIDLE_WOB22", "title": "Ways of Being: Animals, Plants, Machines: The Search for a Planetary Intelligence", "authors": [ "James Bridle" ], "year": "2022", "source_url": "https://www.penguin.co.uk/books/317823/ways-of-being-by-bridle-james/9780141994260", "source_url_raw": "https://www.penguin.co.uk/books/317823/ways-of-being-by-bridle-james/9780141994260", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "Plural intelligences argument — AI is one among many, not master. Aligns with Leviathan's plurality-not-hierarchy disposition.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BRIDLE_WOB22", "title": "Ways of Being: Animals, Plants, Machines: The Search for a Planetary Intelligence", "authors": "James Bridle", "year": "2022", "source_url": "https://www.penguin.co.uk/books/317823/ways-of-being-by-bridle-james/9780141994260", "category": "book", "what_it_brings": "Plural intelligences argument — AI is one among many, not master. Aligns with Leviathan's plurality-not-hierarchy disposition.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "BROOKINGS_AIGOV": { "id": "BROOKINGS_AIGOV", "title": "AI Governance series", "authors": [ "Darrell West (Brookings)" ], "year": "2022-2025", "source_url": "https://www.brookings.edu/tags/ai-governance/", "source_url_raw": "https://www.brookings.edu/tags/ai-governance/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Sustained Brookings AI-governance series; primary US center-left Lockean policy think-tank output.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 115, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BROOKINGS_AIGOV", "title": "AI Governance series", "authors": "Darrell West (Brookings)", "year": "2022-2025", "source_url": "https://www.brookings.edu/tags/ai-governance/", "category": "policy", "what_it_brings": "Sustained Brookings AI-governance series; primary US center-left Lockean policy think-tank output.", "lineage_type": "policy" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BROOKINGS_EMPTY25": { "id": "BROOKINGS_EMPTY25", "title": "The Empty National AI Policy Framework: Who Is in Charge?", "authors": [ "Tom Wheeler", "Bill Baer (Brookings)" ], "year": "2025", "source_url": "https://www.brookings.edu/articles/the-empty-national-ai-policy-framework-who-is-in-charge-of-those-in-charge/", "source_url_raw": "https://www.brookings.edu/articles/the-empty-national-ai-policy-framework-who-is-in-charge-of-those-in-charge/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Argues Trump framework misses accountability dimension; proposes 4-A principles (accountability, access, agency, action).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 114, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BROOKINGS_EMPTY25", "title": "The Empty National AI Policy Framework: Who Is in Charge?", "authors": "Tom Wheeler, Bill Baer (Brookings)", "year": "2025", "source_url": "https://www.brookings.edu/articles/the-empty-national-ai-policy-framework-who-is-in-charge-of-those-in-charge/", "category": "critique", "what_it_brings": "Argues Trump framework misses accountability dimension; proposes 4-A principles (accountability, access, agency, action).", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BROOKINGS_TECH24": { "id": "BROOKINGS_TECH24", "title": "A Technical AI Government Agency Plays a Vital Role", "authors": [ "Brookings (Wheeler/Whittaker)" ], "year": "2024", "source_url": "https://www.brookings.edu/articles/a-technical-ai-government-agency-plays-a-vital-role-in-advancing-ai-innovation-and-trustworthiness/", "source_url_raw": "https://www.brookings.edu/articles/a-technical-ai-government-agency-plays-a-vital-role-in-advancing-ai-innovation-and-trustworthiness/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Argues for permanent congressional authorization of US AISI; explains \"AI safety\" naming controversy — institutional Lockean argument.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 113, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BROOKINGS_TECH24", "title": "A Technical AI Government Agency Plays a Vital Role", "authors": "Brookings (Wheeler/Whittaker)", "year": "2024", "source_url": "https://www.brookings.edu/articles/a-technical-ai-government-agency-plays-a-vital-role-in-advancing-ai-innovation-and-trustworthiness/", "category": "policy", "what_it_brings": "Argues for permanent congressional authorization of US AISI; explains \"AI safety\" naming controversy — institutional Lockean argument.", "lineage_type": "policy" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "BUTERIN_RADMKT18": { "id": "BUTERIN_RADMKT18", "title": "On Radical Markets", "authors": [ "Vitalik Buterin" ], "year": "2018-04", "source_url": "https://vitalik.eth.limo/general/2018/04/20/radical_markets.html", "source_url_raw": "https://vitalik.eth.limo/general/2018/04/20/radical_markets.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Buterin's seminal review marrying Ethereum to RxC — key inflection point grounding Leviathan's claim that crypto-governance and Plurality converge.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BUTERIN_RADMKT18", "title": "On Radical Markets", "authors": "Vitalik Buterin", "year": "2018-04", "source_url": "https://vitalik.eth.limo/general/2018/04/20/radical_markets.html", "category": "blog-post", "what_it_brings": "Buterin's seminal review marrying Ethereum to RxC — key inflection point grounding Leviathan's claim that crypto-governance and Plurality converge.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "BUTERIN_WEYL_EXCHANGE19": { "id": "BUTERIN_WEYL_EXCHANGE19", "title": "A RadicalxChange between Vitalik Buterin and Glen Weyl", "authors": [ "Vitalik Buterin", "E. Glen Weyl" ], "year": "2019", "source_url": "https://medium.com/@glenweyl/a-radicalxchange-between-vitalik-buterin-and-glen-weyl-328d8ad088cf", "source_url_raw": "https://medium.com/@glenweyl/a-radicalxchange-between-vitalik-buterin-and-glen-weyl-328d8ad088cf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Public deliberation between RxC's intellectual leads on cryptography + governance limits — highlights \"non-panopticon-dependence\" desideratum directly relevant to Leviathan's privacy-by-default POS.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "BUTERIN_WEYL_EXCHANGE19", "title": "A RadicalxChange between Vitalik Buterin and Glen Weyl", "authors": "Vitalik Buterin, E. Glen Weyl", "year": "2019", "source_url": "https://medium.com/@glenweyl/a-radicalxchange-between-vitalik-buterin-and-glen-weyl-328d8ad088cf", "category": "blog-post", "what_it_brings": "Public deliberation between RxC's intellectual leads on cryptography + governance limits — highlights \"non-panopticon-dependence\" desideratum directly relevant to Leviathan's privacy-by-default POS.", "lineage_type": "critique" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "CAISI25": { "id": "CAISI25", "title": "Center for AI Standards and Innovation (CAISI) — formerly US AISI", "authors": [ "Howard Lutnick / Department of Commerce" ], "year": "2025", "source_url": "https://www.nist.gov/caisi", "source_url_raw": "https://www.nist.gov/caisi", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "critique", "what_it_brings": "June 2025 rebrand strips \"safety\" from name, refocuses on \"demonstrable risks\" and on \"guarding against burdensome foreign regulation\" — strongest signal Lockean US capacity has been politically captured.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 42, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAISI25", "title": "Center for AI Standards and Innovation (CAISI) — formerly US AISI", "authors": "Howard Lutnick / Department of Commerce", "year": "2025", "source_url": "https://www.nist.gov/caisi", "category": "governance-document", "what_it_brings": "June 2025 rebrand strips \"safety\" from name, refocuses on \"demonstrable risks\" and on \"guarding against burdensome foreign regulation\" — strongest signal Lockean US capacity has been politically captured.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CAISI_CRITIQUE25": { "id": "CAISI_CRITIQUE25", "title": "Renaming the US AI Safety Institute Is About Priorities, Not Semantics", "authors": [ "Paulo Carvão", "Mizuki Yashiro (Harvard Kennedy / Tech Policy Press)" ], "year": "2025", "source_url": "https://www.techpolicy.press/from-safety-to-security-renaming-the-us-ai-safety-institute-is-not-just-semantics/", "source_url_raw": "https://www.techpolicy.press/from-safety-to-security-renaming-the-us-ai-safety-institute-is-not-just-semantics/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Argues the rename codifies acceleration over accountability — supports Leviathan's \"Lockean approach has speed/political-capture problem\" framing.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAISI_CRITIQUE25", "title": "Renaming the US AI Safety Institute Is About Priorities, Not Semantics", "authors": "Paulo Carvão, Mizuki Yashiro (Harvard Kennedy / Tech Policy Press)", "year": "2025", "source_url": "https://www.techpolicy.press/from-safety-to-security-renaming-the-us-ai-safety-institute-is-not-just-semantics/", "category": "critique", "what_it_brings": "Argues the rename codifies acceleration over accountability — supports Leviathan's \"Lockean approach has speed/political-capture problem\" framing.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CAIS_EXTINCT23": { "id": "CAIS_EXTINCT23", "title": "Statement on AI Risk: \"Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war", "authors": [ "Center for AI Safety; Hinton", "Bengio", "Altman", "Hassabis", "Amodei + hundreds" ], "year": "2023", "source_url": "https://aistatement.com/", "source_url_raw": "https://aistatement.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "One-sentence statement that legitimized x-risk framing in policy circles — preconditioned summit-era Lockean coalitions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 95, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAIS_EXTINCT23", "title": "Statement on AI Risk: \"Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war\"", "authors": "Center for AI Safety; Hinton, Bengio, Altman, Hassabis, Amodei + hundreds", "year": "2023", "source_url": "https://aistatement.com/", "category": "policy", "what_it_brings": "One-sentence statement that legitimized x-risk framing in policy circles — preconditioned summit-era Lockean coalitions.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CAIS_PRESS23": { "id": "CAIS_PRESS23", "title": "AI Extinction Statement Press Release", "authors": [ "Center for AI Safety" ], "year": "2023", "source_url": "https://safe.ai/work/press-release-ai-risk", "source_url_raw": "https://safe.ai/work/press-release-ai-risk", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Press release context including Hendrycks framing (\"conversations nuclear scientists were having before the bomb\") — frames urgency for state action.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 96, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAIS_PRESS23", "title": "AI Extinction Statement Press Release", "authors": "Center for AI Safety", "year": "2023", "source_url": "https://safe.ai/work/press-release-ai-risk", "category": "policy", "what_it_brings": "Press release context including Hendrycks framing (\"conversations nuclear scientists were having before the bomb\") — frames urgency for state action.", "lineage_type": "policy" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CAIS_STATEMENT23": { "id": "CAIS_STATEMENT23", "title": "Statement on AI Risk", "authors": [ "Center for AI Safety" ], "year": "2023-05", "source_url": "https://www.safe.ai/statement-on-ai-risk", "source_url_raw": "urlsafe.ai/statement-on-ai-riskhttps://www.safe.ai/statement-on-ai-risk", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Single-sentence x-risk consensus statement. Useful as evidence that extinction-risk language moved beyond the old MIRI niche.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 102, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAIS_STATEMENT23", "title": "Statement on AI Risk", "authors": "Center for AI Safety", "year": "2023-05", "source_url": "urlsafe.ai/statement-on-ai-riskhttps://www.safe.ai/statement-on-ai-risk", "category": "governance-document", "what_it_brings": "Single-sentence x-risk consensus statement. Useful as evidence that extinction-risk language moved beyond the old MIRI niche.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CATCHFIX25": { "id": "CATCHFIX25", "title": "Catching and Fixing Misalignment", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/catch-and-fix/", "source_url_raw": "https://alignment.anthropic.com/2025/catch-and-fix/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Argues we can solve detection-and-correction even if we can't solve alignment.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 147, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CATCHFIX25", "title": "Catching and Fixing Misalignment", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/catch-and-fix/", "category": "alignment-research", "what_it_brings": "Argues we can solve detection-and-correction even if we can't solve alignment.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "CAYMAN24": { "id": "CAYMAN24", "title": "Cayman Islands Foundation Companies: The Leading Vehicle for Wrapping a DAO", "authors": [ "Walkers" ], "year": "2024-11", "source_url": "https://www.walkersglobal.com/Insights/2024/11/Cayman-Islands-Foundation-Companies-The-Leading-Vehicle-for-wrapping-a-DAO", "source_url_raw": "urlhttps://www.walkersglobal.com/Insights/2024/11/Cayman-Islands-Foundation-Companies-The-Leading-Vehicle-for-wrapping-a-DAOturn11search2", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Current practitioner reference for the Cayman foundation-company wrapper, widely used by major crypto projects.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 92, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CAYMAN24", "title": "Cayman Islands Foundation Companies: The Leading Vehicle for Wrapping a DAO", "authors": "Walkers", "year": "2024-11", "source_url": "urlhttps://www.walkersglobal.com/Insights/2024/11/Cayman-Islands-Foundation-Companies-The-Leading-Vehicle-for-wrapping-a-DAOturn11search2", "category": "legal-framework", "what_it_brings": "Current practitioner reference for the Cayman foundation-company wrapper, widely used by major crypto projects.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "CA_AISI24": { "id": "CA_AISI24", "title": "Canadian AI Safety Institute", "authors": [ "Innovation", "Science", "Economic Development Canada + CIFAR" ], "year": "2024", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_raw": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Founded November 2024; CA$50M five-year budget — mid-sized Lockean institution.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CA_AISI24", "title": "Canadian AI Safety Institute", "authors": "Innovation, Science and Economic Development Canada + CIFAR", "year": "2024", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "category": "governance-document", "what_it_brings": "Founded November 2024; CA$50M five-year budget — mid-sized Lockean institution.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CCAI_ANTHROPIC23": { "id": "CCAI_ANTHROPIC23", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input", "authors": [ "Liane Lovitt", "Saffron Huang", "Divya Siddarth", "Thomas I. Liao", "Esin Durmus", "Alex Tamkin", "Deep Ganguli" ], "year": "2023-10", "source_url": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "source_url_raw": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "Anthropic's CCAI explicitly built on Polis (Small et al. 2021) — the cleanest cross-link between Plurality deliberation infrastructure and Constitutional AI Leviathan extends.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 58, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CCAI_ANTHROPIC23", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input", "authors": "Liane Lovitt, Saffron Huang, Divya Siddarth, Thomas I. Liao, Esin Durmus, Alex Tamkin, Deep Ganguli", "year": "2023-10", "source_url": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "category": "alignment-research", "what_it_brings": "Anthropic's CCAI explicitly built on Polis (Small et al. 2021) — the cleanest cross-link between Plurality deliberation infrastructure and Constitutional AI Leviathan extends.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "CCAI_ARXIV24": { "id": "CCAI_ARXIV24", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input (FAccT 2024)", "authors": [ "Saffron Huang", "Divya Siddarth", "Liane Lovitt", "Thomas I. Liao", "Esin Durmus", "Alex Tamkin", "Deep Ganguli" ], "year": "2024-06", "source_url": "https://arxiv.org/abs/2406.07814", "source_url_raw": "https://arxiv.org/abs/2406.07814", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "Peer-reviewed academic version of CCAI — definitive citation for Polis→CCAI bridge in Leviathan's lineage map.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 59, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CCAI_ARXIV24", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input (FAccT 2024)", "authors": "Saffron Huang, Divya Siddarth, Liane Lovitt, Thomas I. Liao, Esin Durmus, Alex Tamkin, Deep Ganguli", "year": "2024-06", "source_url": "https://arxiv.org/abs/2406.07814", "category": "alignment-research", "what_it_brings": "Peer-reviewed academic version of CCAI — definitive citation for Polis→CCAI bridge in Leviathan's lineage map.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "CENTRALPLAN18": { "id": "CENTRALPLAN18", "title": "Central Planning As Overfitting", "authors": [ "Vitalik Buterin", "E. Glen Weyl" ], "year": "2018", "source_url": "https://www.radicalxchange.org/updates/blog/2018-11-26-4m9b8b/", "source_url_raw": "urlhttps://www.radicalxchange.org/updates/blog/2018-11-26-4m9b8b/https://www.radicalxchange.org/updates/blog/2018-11-26-4m9b8b/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Anti-central-planning critique that still preserves institutional design; useful for Leviathan’s anti-managerial but non-anarchic position.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CENTRALPLAN18", "title": "Central Planning As Overfitting", "authors": "Vitalik Buterin, E. Glen Weyl", "year": "2018", "source_url": "urlhttps://www.radicalxchange.org/updates/blog/2018-11-26-4m9b8b/https://www.radicalxchange.org/updates/blog/2018-11-26-4m9b8b/", "category": "blog-post", "what_it_brings": "Anti-central-planning critique that still preserves institutional design; useful for Leviathan’s anti-managerial but non-anarchic position.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "CEV04": { "id": "CEV04", "title": "Coherent Extrapolated Volition", "authors": [ "Eliezer Yudkowsky" ], "year": "2004", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Canonical attempt to define how AI should extrapolate human values rather than obey surface preferences. Leviathan should cite it as the strongest early “constitution of idealized humanity” concept.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CEV04", "title": "Coherent Extrapolated Volition", "authors": "Eliezer Yudkowsky", "year": "2004", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Canonical attempt to define how AI should extrapolate human values rather than obey surface preferences. Leviathan should cite it as the strongest early “constitution of idealized humanity” concept.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CFAI01": { "id": "CFAI01", "title": "Creating Friendly AI 1.0: The Analysis and Design of Benevolent Goal Architectures", "authors": [ "Eliezer Yudkowsky" ], "year": "2001", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Earliest explicit Friendly AI blueprint. Grounds the pre-LLM claim that alignment is a design problem, not a post hoc behavior patch.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CFAI01", "title": "Creating Friendly AI 1.0: The Analysis and Design of Benevolent Goal Architectures", "authors": "Eliezer Yudkowsky", "year": "2001", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Earliest explicit Friendly AI blueprint. Grounds the pre-LLM claim that alignment is a design problem, not a post hoc behavior patch.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CFG_AISI24": { "id": "CFG_AISI24", "title": "The AI Safety Institute Network: Who, What and How?", "authors": [ "Centre for Future Generations" ], "year": "2024", "source_url": "https://cfg.eu/the-ai-safety-institute-network-who-what-and-how/", "source_url_raw": "https://cfg.eu/the-ai-safety-institute-network-who-what-and-how/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Definitive comparative analysis of UK/US/Japan/Singapore/Korea/EU AISI structures, budgets, mandates, and timelines.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 128, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CFG_AISI24", "title": "The AI Safety Institute Network: Who, What and How?", "authors": "Centre for Future Generations", "year": "2024", "source_url": "https://cfg.eu/the-ai-safety-institute-network-who-what-and-how/", "category": "research-paper", "what_it_brings": "Definitive comparative analysis of UK/US/Japan/Singapore/Korea/EU AISI structures, budgets, mandates, and timelines.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "CHALLENGE_ORGS22": { "id": "CHALLENGE_ORGS22", "title": "A challenge for AGI organizations, and a challenge for readers", "authors": [ "Rob Bensinger", "Eliezer Yudkowsky" ], "year": "2022-12", "source_url": "https://www.lesswrong.com/posts/tD9zEiHfkvakpnNam/a-challenge-for-agi-organizations-and-a-challenge-for-1", "source_url_raw": "urllesswrong.com/.../a-challenge-for-agi-organizations-and-a-challenge-for-1https://www.lesswrong.com/posts/tD9zEiHfkvakpnNam/a-challenge-for-agi-organizations-and-a-challenge-for-1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Pivots from pure technical alignment to organizational and deployment strategy. Useful as prelude to MIRI’s governance turn and to Leviathan’s institutional thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 41, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CHALLENGE_ORGS22", "title": "A challenge for AGI organizations, and a challenge for readers", "authors": "Rob Bensinger, Eliezer Yudkowsky", "year": "2022-12", "source_url": "urllesswrong.com/.../a-challenge-for-agi-organizations-and-a-challenge-for-1https://www.lesswrong.com/posts/tD9zEiHfkvakpnNam/a-challenge-for-agi-organizations-and-a-challenge-for-1", "category": "governance-document", "what_it_brings": "Pivots from pure technical alignment to organizational and deployment strategy. Useful as prelude to MIRI’s governance turn and to Leviathan’s institutional thesis.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CHARACTER24": { "id": "CHARACTER24", "title": "Character.AI: Memory Systems in Conversational Agents", "authors": [ "Character AI", "Inc." ], "year": "2024", "source_url": "https://blog.character.ai/helping-characters-remember-what-matters-most/", "source_url_raw": "https://blog.character.ai/helping-characters-remember-what-matters-most/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "Scales multi-character memory to 100M+ chats. Memory pinning, auto-memory, PipSqueak2 model for coherence. User feedback shows memory failures are primary complaint. Proves market demands better memory architectures.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CHARACTER24", "title": "Character.AI: Memory Systems in Conversational Agents", "authors": "Character AI, Inc.", "year": "2024", "source_url": "https://blog.character.ai/helping-characters-remember-what-matters-most/", "category": "product-evidence", "what_it_brings": "Scales multi-character memory to 100M+ chats. Memory pinning, auto-memory, PipSqueak2 model for coherence. User feedback shows memory failures are primary complaint. 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source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Investigates how AI impacts human collective reasoning and consensus building. 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This is highly relevant to Leviathan’s federated governance layer, where groups of humans and agents must negotiate shared constitutional principles." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "COLLUSION19": { "id": "COLLUSION19", "title": "On Collusion", "authors": [ "Vitalik Buterin" ], "year": "2019", "source_url": "https://vitalik.eth.limo/general/2019/04/03/collusion.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2019/04/03/collusion.htmlhttps://vitalik.eth.limo/general/2019/04/03/collusion.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Important mechanism-design warning about collective capture; useful for Leviathan’s constitutional safeguards against cartelized governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COLLUSION19", "title": "On Collusion", "authors": "Vitalik Buterin", "year": "2019", "source_url": "urlhttps://vitalik.eth.limo/general/2019/04/03/collusion.htmlhttps://vitalik.eth.limo/general/2019/04/03/collusion.html", "category": "blog-post", "what_it_brings": "Important mechanism-design warning about collective capture; useful for Leviathan’s constitutional safeguards against cartelized governance.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "COMBO_OPTIMIZATION_26": { "id": "COMBO_OPTIMIZATION_26", "title": "Simplicity and Complexity in Combinatorial Optimization", "authors": [ "Google DeepMind" ], "year": "2026-02", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Advances the algorithmic bounds of solving highly complex structural problems. This enables Leviathan agents to optimally allocate computing resources and negotiate multi-party constitutional conflicts in real-time.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 101, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "COMBO_OPTIMIZATION_26", "title": "Simplicity and Complexity in Combinatorial Optimization", "authors": "Google DeepMind", "year": "2026-02", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Advances the algorithmic bounds of solving highly complex structural problems. This enables Leviathan agents to optimally allocate computing resources and negotiate multi-party constitutional conflicts in real-time." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "COMPETING25": { "id": "COMPETING25", "title": "Competing with sampling", "authors": [ "Eric Neyman", "Victor Lecomte", "Wilson Wu", "Michael Winer", "Jacob Hilton", "George Robinson" ], "year": "2025-11", "source_url": "https://www.alignment.org/blog/competing-with-sampling/", "source_url_raw": "urlalignment.org/blog/competing-with-samplinghttps://www.alignment.org/blog/competing-with-sampling/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Advances low-probability estimation beyond naive search. Useful for the point that safety work increasingly targets tails and hidden failures, not only average behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 77, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COMPETING25", "title": "Competing with sampling", "authors": "Eric Neyman, Victor Lecomte, Wilson Wu, Michael Winer, Jacob Hilton, George Robinson", "year": "2025-11", "source_url": "urlalignment.org/blog/competing-with-samplinghttps://www.alignment.org/blog/competing-with-sampling/", "category": "research-paper", "what_it_brings": "Advances low-probability estimation beyond naive search. 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directly relevant to no-silent-override design tradeoffs.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "COMPSEC24": { "id": "COMPSEC24", "title": "Governance Security Notice: goldCOMP Proposal 247", "authors": [ "cylon" ], "year": "2024-05", "source_url": "https://www.comp.xyz/t/governance-security-notice-goldcomp-proposal-247/5220", "source_url_raw": "urlhttps://www.comp.xyz/t/governance-security-notice-goldcomp-proposal-247/5220turn32view1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Documents the early detection of delegate concentration and treasury-capture risk in Compound; validates anti-capture guardrails.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COMPSEC24", "title": "Governance Security Notice: goldCOMP Proposal 247", "authors": "cylon", "year": "2024-05", "source_url": "urlhttps://www.comp.xyz/t/governance-security-notice-goldcomp-proposal-247/5220turn32view1", "category": "case-study", "what_it_brings": "Documents the early detection of delegate concentration and treasury-capture risk in Compound; validates anti-capture guardrails.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "COMPSOL24": { "id": "COMPSOL24", "title": "Possible solutions around proposal 290", "authors": [ "alextnetto" ], "year": "2024-07", "source_url": "https://www.comp.xyz/t/possible-solutions-around-proposal-290/5485", "source_url_raw": "urlhttps://www.comp.xyz/t/possible-solutions-around-proposal-290/5485turn32view2", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Captures the DAO’s emergency attempt to re-secure timelock control after the goldCOMP episode; concrete design response material.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COMPSOL24", "title": "Possible solutions around proposal 290", "authors": "alextnetto", "year": "2024-07", "source_url": "urlhttps://www.comp.xyz/t/possible-solutions-around-proposal-290/5485turn32view2", "category": "governance-document", "what_it_brings": "Captures the DAO’s emergency attempt to re-secure timelock control after the goldCOMP episode; concrete design response material.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "COMPTRUST24": { "id": "COMPTRUST24", "title": "Trust Setup for DAO investment into GoldCOMP", "authors": [ "Humpy" ], "year": "2024-07", "source_url": "https://www.comp.xyz/t/trust-setup-for-dao-investment-into-goldcomp/5406", "source_url_raw": "urlhttps://www.comp.xyz/t/trust-setup-for-dao-investment-into-goldcomp/5406turn32view0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "critique", "what_it_brings": "Shows how “constrained” wrappers can still shift control and delegation power; useful for analyzing silent-control surfaces.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COMPTRUST24", "title": "Trust Setup for DAO investment into GoldCOMP", "authors": "Humpy", "year": "2024-07", "source_url": "urlhttps://www.comp.xyz/t/trust-setup-for-dao-investment-into-goldcomp/5406turn32view0", "category": "governance-document", "what_it_brings": "Shows how “constrained” wrappers can still shift control and delegation power; useful for analyzing silent-control surfaces.", "lineage_type": "critique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "COMPUTERUSE24": { "id": "COMPUTERUSE24", "title": "Introducing Computer Use, a New Claude 3.5 Sonnet, and Claude 3.5 Haiku", "authors": [ "Anthropic" ], "year": "2024", "source_url": "https://www.anthropic.com/news/3-5-models-and-computer-use", "source_url_raw": "https://www.anthropic.com/news/3-5-models-and-computer-use", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Release of computer-use capability and upgraded 3.5 Sonnet/Haiku.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COMPUTERUSE24", "title": "Introducing Computer Use, a New Claude 3.5 Sonnet, and Claude 3.5 Haiku", "authors": "Anthropic", "year": "2024", "source_url": "https://www.anthropic.com/news/3-5-models-and-computer-use", "category": "product-announcement", "what_it_brings": "Release of computer-use capability and upgraded 3.5 Sonnet/Haiku.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "CONCRETE16": { "id": "CONCRETE16", "title": "Concrete Problems in AI Safety", "authors": [ "Dario Amodei", "Chris Olah", "Jacob Steinhardt", "Paul Christiano", "John Schulman, et al." ], "year": "2016", "source_url": "https://arxiv.org/abs/1606.06565", "source_url_raw": "https://arxiv.org/abs/1606.06565", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "One of the earliest practical safety agendas associated with OpenAI personnel; anchors the lab’s original safety lineage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONCRETE16", "title": "Concrete Problems in AI Safety", "authors": "Dario Amodei, Chris Olah, Jacob Steinhardt, Paul Christiano, John Schulman, et al.", "year": "2016", "source_url": "https://arxiv.org/abs/1606.06565", "category": "alignment-research", "what_it_brings": "One of the earliest practical safety agendas associated with OpenAI personnel; anchors the lab’s original safety lineage.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "CONFESS26": { "id": "CONFESS26", "title": "Why We Are Excited About Confessions", "authors": [ "OpenAI" ], "year": "2026-01", "source_url": "https://alignment.openai.com/confessions/", "source_url_raw": "https://alignment.openai.com/confessions/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Explores self-reporting as a governance affordance for misbehaving agents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONFESS26", "title": "Why We Are Excited About Confessions", "authors": "OpenAI", "year": "2026-01", "source_url": "https://alignment.openai.com/confessions/", "category": "alignment-research", "what_it_brings": "Explores self-reporting as a governance affordance for misbehaving agents.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "CONJECTURE22": { "id": "CONJECTURE22", "title": "We Are Conjecture, A New Alignment Research Startup", "authors": [ "Connor Leahy", "Sid Black", "Gabriel Alfour" ], "year": "2022-04", "source_url": "https://www.conjecture.dev/research", "source_url_raw": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Founding statement of Conjecture’s control-problem-first posture. Important for the “alignment-skeptic but build-alternatives” branch of the lineage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONJECTURE22", "title": "We Are Conjecture, A New Alignment Research Startup", "authors": "Connor Leahy, Sid Black, Gabriel Alfour", "year": "2022-04", "source_url": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "category": "blog-post", "what_it_brings": "Founding statement of Conjecture’s control-problem-first posture. Important for the “alignment-skeptic but build-alternatives” branch of the lineage.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CONJ_ROADMAP24": { "id": "CONJ_ROADMAP24", "title": "Conjecture: A Roadmap for Cognitive Software and A Humanist Future of AI", "authors": [ "Conjecture" ], "year": "2024-12", "source_url": "https://www.conjecture.dev/research", "source_url_raw": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Mature statement of Conjecture’s bounded-power alternative. Good for citing the non-pause, non-scaling path inside the skeptic camp.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONJ_ROADMAP24", "title": "Conjecture: A Roadmap for Cognitive Software and A Humanist Future of AI", "authors": "Conjecture", "year": "2024-12", "source_url": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "category": "governance-document", "what_it_brings": "Mature statement of Conjecture’s bounded-power alternative. Good for citing the non-pause, non-scaling path inside the skeptic camp.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CONSISTENCY_TRAINING_2X": { "id": "CONSISTENCY_TRAINING_2X", "title": "Consistency Training Could Help Limit Sycophancy and Jailbreaks", "authors": [ "DeepMind Safety Research" ], "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "source_url_raw": "https://deepmindsafetyresearch.medium.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "technique", "what_it_brings": "Proves that training models to be logically consistent across diverse prompts reduces their vulnerability to adversarial manipulation. This mathematical consistency is required to ensure an agent does not abandon its constitution when pressured by bad actors.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 113, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "CONSISTENCY_TRAINING_2X", "title": "Consistency Training Could Help Limit Sycophancy and Jailbreaks", "authors": "DeepMind Safety Research", "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "category": "blog-post", "lineage_type": "technique", "what_it_brings": "Proves that training models to be logically consistent across diverse prompts reduces their vulnerability to adversarial manipulation. This mathematical consistency is required to ensure an agent does not abandon its constitution when pressured by bad actors." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "CONSTAI22": { "id": "CONSTAI22", "title": "Constitutional AI: Harmlessness from AI Feedback", "authors": [ "Bai", "Kadavath", "Kundu", "Askell", "Kernion", "Jones", "Chen", "Goldie", "Mirhoseini", "McKinnon", "Chen", "Olsson", "Olah", "Hernandez", "Drain", "Ganguli, et al." ], "year": "2022", "source_url": "https://arxiv.org/abs/2212.08073", "source_url_raw": "https://arxiv.org/abs/2212.08073", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Introduces Constitutional AI / RLAIF, replacing human feedback with AI feedback grounded in written principles.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONSTAI22", "title": "Constitutional AI: Harmlessness from AI Feedback", "authors": "Bai, Kadavath, Kundu, Askell, Kernion, Jones, Chen, Goldie, Mirhoseini, McKinnon, Chen, Olsson, Olah, Hernandez, Drain, Ganguli, et al.", "year": "2022", "source_url": "https://arxiv.org/abs/2212.08073", "category": "research-paper", "what_it_brings": "Introduces Constitutional AI / RLAIF, replacing human feedback with AI feedback grounded in written principles.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "CONSTDELAY19": { "id": "CONSTDELAY19", "title": "Security Alert: Ethereum Constantinople Postponement", "authors": [ "Evan Van Ness", "Infura", "MyCrypto", "Parity", "Status", "Ethereum Foundation", "Ethereum Cat Herders" ], "year": "2019", "source_url": "https://blog.ethereum.org/2019/01/15/security-alert-ethereum-constantinople-postponement", "source_url_raw": "urlhttps://blog.ethereum.org/2019/01/15/security-alert-ethereum-constantinople-postponementhttps://blog.ethereum.org/2019/01/15/security-alert-ethereum-constantinople-postponement", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "High-signal emergency governance postmortem showing Ethereum’s ad hoc but transparent response under time pressure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 48, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONSTDELAY19", "title": "Security Alert: Ethereum Constantinople Postponement", "authors": "Evan Van Ness, Infura, MyCrypto, Parity, Status, Ethereum Foundation, Ethereum Cat Herders", "year": "2019", "source_url": "urlhttps://blog.ethereum.org/2019/01/15/security-alert-ethereum-constantinople-postponementhttps://blog.ethereum.org/2019/01/15/security-alert-ethereum-constantinople-postponement", "category": "case-study", "what_it_brings": "High-signal emergency governance postmortem showing Ethereum’s ad hoc but transparent response under time pressure.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "CONSTITUTIONAL_EMB25": { "id": "CONSTITUTIONAL_EMB25", "title": "Constitutional Embodied AI", "authors": [ "DeepMind Authors" ], "year": "2025", "source_url": "https://arxiv.org/html/2503.08663v1", "source_url_raw": "https://arxiv.org/html/2503.08663v1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Directly ports Anthropic's Constitutional AI methodology into embodied robotics. This demonstrates that explicit rule-based prompting can effectively decouple agent values from base capabilities in physical tasks, validating Leviathan's cross-domain applicability.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 43, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "CONSTITUTIONAL_EMB25", "title": "Constitutional Embodied AI", "authors": "DeepMind Authors", "year": "2025", "source_url": "https://arxiv.org/html/2503.08663v1", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Directly ports Anthropic's Constitutional AI methodology into embodied robotics. This demonstrates that explicit rule-based prompting can effectively decouple agent values from base capabilities in physical tasks, validating Leviathan's cross-domain applicability." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "CONTLEARN24": { "id": "CONTLEARN24", "title": "Continual Learning and Catastrophic Forgetting", "authors": [ "Gido van de Ven, et al." ], "year": "2024", "source_url": "https://arxiv.org/abs/2403.05175", "source_url_raw": "https://arxiv.org/abs/2403.05175", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "Formal treatment of stability-plasticity tradeoff. Replay-based, regularization, architecture-based mitigation. Establishes why naive fine-tuning fails for personalized AI (catastrophic forgetting). Justifies tiered memory + retrieval approach.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONTLEARN24", "title": "Continual Learning and Catastrophic Forgetting", "authors": "Gido van de Ven, et al.", "year": "2024", "source_url": "https://arxiv.org/abs/2403.05175", "category": "technique", "what_it_brings": "Formal treatment of stability-plasticity tradeoff. Replay-based, regularization, architecture-based mitigation. Establishes why naive fine-tuning fails for personalized AI (catastrophic forgetting). Justifies tiered memory + retrieval approach.", "lineage_type": "technique" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "CONVERGENT_GOALS16": { "id": "CONVERGENT_GOALS16", "title": "Formalizing Convergent Instrumental Goals", "authors": [ "Tsvi Benson-Tilsen", "Nate Soares" ], "year": "2016", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Gives a formal foothold for the classic claim that many goals induce power-seeking subgoals. That is a core reason constitutions may fail at superhuman levels.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CONVERGENT_GOALS16", "title": "Formalizing Convergent Instrumental Goals", "authors": "Tsvi Benson-Tilsen, Nate Soares", "year": "2016", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "research-paper", "what_it_brings": "Gives a formal foothold for the classic claim that many goals induce power-seeking subgoals. That is a core reason constitutions may fail at superhuman levels.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "COORDGOOD20": { "id": "COORDGOOD20", "title": "Coordination, Good and Bad", "authors": [ "Vitalik Buterin" ], "year": "2020", "source_url": "https://vitalik.eth.limo/general/2020/09/11/coordination.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2020/09/11/coordination.htmlhttps://vitalik.eth.limo/general/2020/09/11/coordination.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Explains when coordination is productive versus oppressive; directly applicable to federated AI governance design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 50, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COORDGOOD20", "title": "Coordination, Good and Bad", "authors": "Vitalik Buterin", "year": "2020", "source_url": "urlhttps://vitalik.eth.limo/general/2020/09/11/coordination.htmlhttps://vitalik.eth.limo/general/2020/09/11/coordination.html", "category": "blog-post", "what_it_brings": "Explains when coordination is productive versus oppressive; directly applicable to federated AI governance design.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "COORDSEC17": { "id": "COORDSEC17", "title": "Engineering Security Through Coordination Problems", "authors": [ "Vitalik Buterin" ], "year": "2017", "source_url": "https://vitalik.eth.limo/general/2017/05/08/coordination_problems.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2017/05/08/coordination_problems.htmlhttps://vitalik.eth.limo/general/2017/05/08/coordination_problems.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Grounds Ethereum security in social coordination costs; directly supports Leviathan’s observe-don’t-control thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COORDSEC17", "title": "Engineering Security Through Coordination Problems", "authors": "Vitalik Buterin", "year": "2017", "source_url": "urlhttps://vitalik.eth.limo/general/2017/05/08/coordination_problems.htmlhttps://vitalik.eth.limo/general/2017/05/08/coordination_problems.html", "category": "blog-post", "what_it_brings": "Grounds Ethereum security in social coordination costs; directly supports Leviathan’s observe-don’t-control thesis.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "COREVIEWS23": { "id": "COREVIEWS23", "title": "Core Views on AI Safety: When, Why, What, and How", "authors": [ "Anthropic" ], "year": "2023", "source_url": "https://www.anthropic.com/news/core-views-on-ai-safety", "source_url_raw": "https://www.anthropic.com/news/core-views-on-ai-safety", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Anthropic's foundational public statement of its safety strategy and worldview.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COREVIEWS23", "title": "Core Views on AI Safety: When, Why, What, and How", "authors": "Anthropic", "year": "2023", "source_url": "https://www.anthropic.com/news/core-views-on-ai-safety", "category": "policy", "what_it_brings": "Anthropic's foundational public statement of its safety strategy and worldview.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "COREVIEWSCONST26": { "id": "COREVIEWSCONST26", "title": "Claude's Constitution (2026 version)", "authors": [ "Askell", "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/constitution", "source_url_raw": "https://www.anthropic.com/constitution", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Updated, more detailed constitution explaining Claude's intended behavior and rationale.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 131, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "COREVIEWSCONST26", "title": "Claude's Constitution (2026 version)", "authors": "Askell, Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/constitution", "category": "policy", "what_it_brings": "Updated, more detailed constitution explaining Claude's intended behavior and rationale.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "CORRIGIBILITY15": { "id": "CORRIGIBILITY15", "title": "Corrigibility", "authors": [ "Nate Soares", "Benja Fallenstein", "Eliezer Yudkowsky", "Stuart Armstrong" ], "year": "2015", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Canonical early statement that shutdown-friendliness is nontrivial even in toy models. Helpful against the naive assumption that agents can simply “follow a constitution and accept edits.”", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CORRIGIBILITY15", "title": "Corrigibility", "authors": "Nate Soares, Benja Fallenstein, Eliezer Yudkowsky, Stuart Armstrong", "year": "2015", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "research-paper", "what_it_brings": "Canonical early statement that shutdown-friendliness is nontrivial even in toy models. Helpful against the naive assumption that agents can simply “follow a constitution and accept edits.”", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "CORTICAL_ACTIVE25": { "id": "CORTICAL_ACTIVE25", "title": "Applying implications from the theory of active inference via the free energy principle", "authors": [ "Hartung", "T., et al." ], "year": "2025", "source_url": "https://www.researchgate.net/publication/403004894", "source_url_raw": "https://www.researchgate.net/publication/403004894", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Grounds the mechanistic learning algorithms of biological neurons in established thermodynamic principles, confirming that decentralized POS nodes can leverage predictable, biologically native learning frameworks rather than purely synthetic RL paradigms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 9, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CORTICAL_ACTIVE25", "title": "Applying implications from the theory of active inference via the free energy principle", "authors": "Hartung, T., et al.", "year": "2025", "source_url": "https://www.researchgate.net/publication/403004894", "category": "research-paper", "what_it_brings": "Grounds the mechanistic learning algorithms of biological neurons in established thermodynamic principles, confirming that decentralized POS nodes can leverage predictable, biologically native learning frameworks rather than purely synthetic RL paradigms.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "CORTICAL_ANIMAT01": { "id": "CORTICAL_ANIMAT01", "title": "Animat flight-control simulation via neural cultures", "authors": [ "DeMarse", "T., et al." ], "year": "2001", "source_url": "https://arxiv.org/pdf/2604.27933", "source_url_raw": "https://arxiv.org/pdf/2604.27933", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Proves that rudimentary neural arrays can execute high-stakes physics simulations, heavily implying that future biological nodes will require strict Rousseauian governance parameters when operating physical systems.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CORTICAL_ANIMAT01", "title": "Animat flight-control simulation via neural cultures", "authors": "DeMarse, T., et al.", "year": "2001", "source_url": "https://arxiv.org/pdf/2604.27933", "category": "research-paper", "what_it_brings": "Proves that rudimentary neural arrays can execute high-stakes physics simulations, heavily implying that future biological nodes will require strict Rousseauian governance parameters when operating physical systems.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "CORTICAL_BIDS16": { "id": "CORTICAL_BIDS16", "title": "The brain imaging data structure, a format for organizing neuroimaging experiments", "authors": [ "Gorgolewski", "K.J., et al." ], "year": "2016", "source_url": "https://arxiv.org/html/2509.23896v2", "source_url_raw": "https://arxiv.org/html/2509.23896v2", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "The legacy data-structuring framework that enables the interoperability of neural activity records, serving as the bedrock protocol for exchanging cross-border neural identity documents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CORTICAL_BIDS16", "title": "The brain imaging data structure, a format for organizing neuroimaging experiments", "authors": "Gorgolewski, K.J., et al.", "year": "2016", "source_url": "https://arxiv.org/html/2509.23896v2", "category": "technical-report", "what_it_brings": "The legacy data-structuring framework that enables the interoperability of neural activity records, serving as the bedrock protocol for exchanging cross-border neural identity documents.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "CORTICAL_CL125": { "id": "CORTICAL_CL125", "title": "CL1 product announcement at Mobile World Congress", "authors": [ "Cortical Labs" ], "year": "2025-02", "source_url": "https://corticallabs.com", "source_url_raw": "https://corticallabs.com", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Demonstrates the commercial viability and productization of synthetic biological intelligence platforms, proving that embodied computational wetware is transitioning from laboratory novelty to scalable infrastructure that challenges corporate silicon hegemony.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 7, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "CORTICAL_CL125", "title": "CL1 product announcement at Mobile World Congress", "authors": "Cortical Labs", "year": "2025-02", "source_url": "https://corticallabs.com", "category": "product-announcement", "what_it_brings": "Demonstrates the commercial viability and productization of synthetic biological intelligence platforms, proving that embodied computational wetware is transitioning from laboratory novelty to scalable infrastructure that challenges corporate silicon hegemony.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "CORTICAL_CLOUD24": { "id": "CORTICAL_CLOUD24", "title": "Multiscale cloud-based pipeline for neuronal electrophysiology analysis and visualization", "authors": [ "Geng", "J., et al." ], "year": "2024-11", "source_url": "https://arxiv.org/html/2509.23896v2", "source_url_raw": "https://arxiv.org/html/2509.23896v2", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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This bridges the gap between passive observation and fully rendered world models, an essential perceptual layer for grounding embodied Leviathan agents." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "DACC25": { "id": "DACC25", "title": "d/acc: one year later", "authors": [ "Vitalik Buterin" ], "year": "2025-01", "source_url": "https://vitalik.eth.limo/general/2025/01/05/dacc2.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2025/01/05/dacc2.htmlhttps://vitalik.eth.limo/general/2025/01/05/dacc2.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Ties decentralization, democracy, and defense-favoring acceleration together in a vocabulary relevant to AI governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 91, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DACC25", "title": "d/acc: one year later", "authors": "Vitalik Buterin", "year": "2025-01", "source_url": "urlhttps://vitalik.eth.limo/general/2025/01/05/dacc2.htmlhttps://vitalik.eth.limo/general/2025/01/05/dacc2.html", "category": "blog-post", "what_it_brings": "Ties decentralization, democracy, and defense-favoring acceleration together in a vocabulary relevant to AI governance.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DALLE21": { "id": "DALLE21", "title": "Zero-Shot Text-to-Image Generation", "authors": [ "Aditya Ramesh", "Mikhail Pavlov", "Gabriel Goh", "Scott Gray", "Chelsea Voss, et al." ], "year": "2021", "source_url": "https://arxiv.org/abs/2102.12092", "source_url_raw": "https://arxiv.org/abs/2102.12092", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Extends general generative models into images, increasing the constitutional scope from language to visual worldbuilding.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DALLE21", "title": "Zero-Shot Text-to-Image Generation", "authors": "Aditya Ramesh, Mikhail Pavlov, Gabriel Goh, Scott Gray, Chelsea Voss, et al.", "year": "2021", "source_url": "https://arxiv.org/abs/2102.12092", "category": "research-paper", "what_it_brings": "Extends general generative models into images, increasing the constitutional scope from language to visual worldbuilding.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "DAOATTACK17": { "id": "DAOATTACK17", "title": "The DAO Attack", "authors": [ "SSRN-listed authors" ], "year": "2017", "source_url": "https://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID3077683_code1882865.pdf?abstractid=3014782&mirid=1", "source_url_raw": "urlhttps://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID3077683_code1882865.pdf?abstractid=3014782&mirid=1turn30search4", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "foundational", "what_it_brings": "Canonical exploit write-up for the original DAO failure; grounds the need for explicit constitutional exit and recovery paths.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DAOATTACK17", "title": "The DAO Attack", "authors": "SSRN-listed authors", "year": "2017", "source_url": "urlhttps://papers.ssrn.com/sol3/Delivery.cfm/SSRN_ID3077683_code1882865.pdf?abstractid=3014782&mirid=1turn30search4", "category": "case-study", "what_it_brings": "Canonical exploit write-up for the original DAO failure; grounds the need for explicit constitutional exit and recovery paths.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "DAOCRIT16": { "id": "DAOCRIT16", "title": "CRITICAL UPDATE Re: DAO Vulnerability", "authors": [ "Ethereum Foundation" ], "year": "2016", "source_url": "https://blog.ethereum.org/2016/06/17/critical-update-re-dao-vulnerability", "source_url_raw": "urlhttps://blog.ethereum.org/2016/06/17/critical-update-re-dao-vulnerabilityhttps://blog.ethereum.org/2016/06/17/critical-update-re-dao-vulnerability", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "First-party incident record for the crisis that forced Ethereum’s strongest test of fork freedom.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DAOCRIT16", "title": "CRITICAL UPDATE Re: DAO Vulnerability", "authors": "Ethereum Foundation", "year": "2016", "source_url": "urlhttps://blog.ethereum.org/2016/06/17/critical-update-re-dao-vulnerabilityhttps://blog.ethereum.org/2016/06/17/critical-update-re-dao-vulnerability", "category": "case-study", "what_it_brings": "First-party incident record for the crisis that forced Ethereum’s strongest test of fork freedom.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DAOSNOTCORP22": { "id": "DAOSNOTCORP22", "title": "DAOs are not corporations: where decentralization in autonomous organizations matters", "authors": [ "Vitalik Buterin" ], "year": "2022", "source_url": "https://vitalik.eth.limo/general/2022/09/20/daos.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2022/09/20/daos.htmlhttps://vitalik.eth.limo/general/2022/09/20/daos.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Essential distinction between durable missions and managerial firms; directly useful for Constitutional Company vs federation boundaries.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 63, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DAOSNOTCORP22", "title": "DAOs are not corporations: where decentralization in autonomous organizations matters", "authors": "Vitalik Buterin", "year": "2022", "source_url": "urlhttps://vitalik.eth.limo/general/2022/09/20/daos.htmlhttps://vitalik.eth.limo/general/2022/09/20/daos.html", "category": "blog-post", "what_it_brings": "Essential distinction between durable missions and managerial firms; directly useful for Constitutional Company vs federation boundaries.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DARKDAO23": { "id": "DARKDAO23", "title": "DAO Decentralization: Voting-Bloc Entropy, Bribery, and Dark DAOs", "authors": [ "James Austgen", "Andrés Fábrega", "Sarah Allen", "Kushal Babel", "Mahimna Kelkar", "Ari Juels" ], "year": "2023", "source_url": "https://arxiv.org/abs/2311.03530", "source_url_raw": "urlhttps://arxiv.org/abs/2311.03530turn28academia32", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Introduces formal decentralization metrics and bribery/Dark-DAO risk; useful for structural evaluation beyond turnout numbers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 83, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DARKDAO23", "title": "DAO Decentralization: Voting-Bloc Entropy, Bribery, and Dark DAOs", "authors": "James Austgen, Andrés Fábrega, Sarah Allen, Kushal Babel, Mahimna Kelkar, Ari Juels", "year": "2023", "source_url": "urlhttps://arxiv.org/abs/2311.03530turn28academia32", "category": "research-paper", "what_it_brings": "Introduces formal decentralization metrics and bribery/Dark-DAO risk; useful for structural evaluation beyond turnout numbers.", "lineage_type": "critique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "DATA_LABOR18": { "id": "DATA_LABOR18", "title": "Should We Treat Data as Labor? 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Moving beyond \"Free\"", "authors": "Imanol Arrieta-Ibarra, Leonard Goff, Diego Jiménez-Hernández, Jaron Lanier, E. Glen Weyl", "year": "2018", "source_url": "https://www.aeaweb.org/articles?id=10.1257/pandp.20181003", "category": "research-paper", "what_it_brings": "\"Data dignity\" foundation — supports Leviathan's claim that user data flowing through POS is owned by the user, not the model provider.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "DEATHDIGNITY22": { "id": "DEATHDIGNITY22", "title": "MIRI announces new “Death With Dignity” strategy", "authors": [ "Eliezer Yudkowsky" ], "year": "2022-04", "source_url": "https://www.lesswrong.com/posts/j9Q8bRmwCgXRYAgcJ/miri-announces-new-death-with-dignity-strategy", "source_url_raw": "urllesswrong.com/.../miri-announces-new-death-with-dignity-strategyhttps://www.lesswrong.com/posts/j9Q8bRmwCgXRYAgcJ/miri-announces-new-death-with-dignity-strategy", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "crystallizes the view that extinction may be likely enough to reframe “success” as improving odds and response quality, not assuming technical salvation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEATHDIGNITY22", "title": "MIRI announces new “Death With Dignity” strategy", "authors": "Eliezer Yudkowsky", "year": "2022-04", "source_url": "urllesswrong.com/.../miri-announces-new-death-with-dignity-strategyhttps://www.lesswrong.com/posts/j9Q8bRmwCgXRYAgcJ/miri-announces-new-death-with-dignity-strategy", "category": "blog-post", "what_it_brings": "crystallizes the view that extinction may be likely enough to reframe “success” as improving odds and response quality, not assuming technical salvation.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "DEBATE18": { "id": "DEBATE18", "title": "AI Safety via Debate", "authors": [ "Geoffrey Irving", "Paul Christiano", "Dario Amodei" ], "year": "2018", "source_url": "https://arxiv.org/abs/1805.00899", "source_url_raw": "urlarxiv.org/abs/1805.00899https://arxiv.org/abs/1805.00899", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Canonical scalable-oversight proposal. Necessary both as a serious alternative and as something skeptics argue fails if truth is inaccessible or models can manipulate judges.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEBATE18", "title": "AI Safety via Debate", "authors": "Geoffrey Irving, Paul Christiano, Dario Amodei", "year": "2018", "source_url": "urlarxiv.org/abs/1805.00899https://arxiv.org/abs/1805.00899", "category": "research-paper", "what_it_brings": "Canonical scalable-oversight proposal. Necessary both as a serious alternative and as something skeptics argue fails if truth is inaccessible or models can manipulate judges.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "DECENTER24": { "id": "DECENTER24", "title": "Decentralizing Power Through Blockchains", "authors": [ "DeCenter research team" ], "year": "2024", "source_url": "https://decenter.princeton.edu/wp-content/uploads/2024/07/DeCenter-Paper-2024-Q3-Spread.pdf", "source_url_raw": "urlhttps://decenter.princeton.edu/wp-content/uploads/2024/07/DeCenter-Paper-2024-Q3-Spread.pdfhttps://decenter.princeton.edu/wp-content/uploads/2024/07/DeCenter-Paper-2024-Q3-Spread.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Explicitly foregrounds Ethereum’s technical and social consensus split, matching Leviathan’s constitutional framing.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 85, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DECENTER24", "title": "Decentralizing Power Through Blockchains", "authors": "DeCenter research team", "year": "2024", "source_url": "urlhttps://decenter.princeton.edu/wp-content/uploads/2024/07/DeCenter-Paper-2024-Q3-Spread.pdfhttps://decenter.princeton.edu/wp-content/uploads/2024/07/DeCenter-Paper-2024-Q3-Spread.pdf", "category": "research-paper", "what_it_brings": "Explicitly foregrounds Ethereum’s technical and social consensus split, matching Leviathan’s constitutional framing.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DECLARE_JUSTIFY24": { "id": "DECLARE_JUSTIFY24", "title": "Declare and Justify: Explicit assumptions in AI evaluations are necessary for effective regulation", "authors": [ "Peter Barnett", "Lisa Thiergart" ], "year": "2024", "source_url": "https://arxiv.org/abs/2411.12820", "source_url_raw": "urlarxiv.org/abs/2411.12820https://arxiv.org/abs/2411.12820", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Argues that eval regimes encode hidden assumptions. Relevant to Leviathan because constitutions also embed assumptions that need explicit governance and justification.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 47, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DECLARE_JUSTIFY24", "title": "Declare and Justify: Explicit assumptions in AI evaluations are necessary for effective regulation", "authors": "Peter Barnett, Lisa Thiergart", "year": "2024", "source_url": "urlarxiv.org/abs/2411.12820https://arxiv.org/abs/2411.12820", "category": "governance-document", "what_it_brings": "Argues that eval regimes encode hidden assumptions. Relevant to Leviathan because constitutions also embed assumptions that need explicit governance and justification.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "DECOUPLED_DILOCO_26": { "id": "DECOUPLED_DILOCO_26", "title": "Decoupled DiLoCo", "authors": [ "Arthur Douillard", "Keith Rush", "Yani Donchev, et al." ], "year": "2026-04", "source_url": "https://deepmind.google/blog/decoupled-diloco/", "source_url_raw": "[https://deepmind.google/blog/decoupled-diloco/](https://deepmind.google/blog/decoupled-diloco/)", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Solves the latency issues of distributed AI training by enabling asynchronous data flow across geographic \"islands\" of compute. This proves that massive-scale AI can be trained collectively over standard internet bandwidth, a core tenet of decentralized governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 88, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "DECOUPLED_DILOCO_26", "title": "Decoupled DiLoCo", "authors": "Arthur Douillard, Keith Rush, Yani Donchev, et al.", "year": "2026-04", "source_url": "[https://deepmind.google/blog/decoupled-diloco/](https://deepmind.google/blog/decoupled-diloco/)", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Solves the latency issues of distributed AI training by enabling asynchronous data flow across geographic \"islands\" of compute. This proves that massive-scale AI can be trained collectively over standard internet bandwidth, a core tenet of decentralized governance." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "DECPERM24": { "id": "DECPERM24", "title": "The near and mid-term future of improving the Ethereum network's permissionlessness and decentralization", "authors": [ "Vitalik Buterin" ], "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/17/decentralization.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2024/05/17/decentralization.htmlhttps://vitalik.eth.limo/general/2024/05/17/decentralization.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Most direct recent Vitalik essay on permissionlessness and decentralization upgrades; strong Leviathan grounding.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 75, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DECPERM24", "title": "The near and mid-term future of improving the Ethereum network's permissionlessness and decentralization", "authors": "Vitalik Buterin", "year": "2024", "source_url": "urlhttps://vitalik.eth.limo/general/2024/05/17/decentralization.htmlhttps://vitalik.eth.limo/general/2024/05/17/decentralization.html", "category": "blog-post", "what_it_brings": "Most direct recent Vitalik essay on permissionlessness and decentralization upgrades; strong Leviathan grounding.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DEEPRESEARCH25": { "id": "DEEPRESEARCH25", "title": "Introducing deep research", "authors": [ "OpenAI" ], "year": "2025-02", "source_url": "https://openai.com/index/introducing-deep-research/", "source_url_raw": "https://openai.com/index/introducing-deep-research/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "A direct research-agent product milestone: web-search-enabled, multi-step autonomy at consumer scale.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 101, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEEPRESEARCH25", "title": "Introducing deep research", "authors": "OpenAI", "year": "2025-02", "source_url": "https://openai.com/index/introducing-deep-research/", "category": "product-announcement", "what_it_brings": "A direct research-agent product milestone: web-search-enabled, multi-step autonomy at consumer scale.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "DELIBALIGN24": { "id": "DELIBALIGN24", "title": "Deliberative Alignment: Reasoning Enables Safer Language Models", "authors": [ "Melody Y. Guan", "Manas Joglekar", "Eric Wallace", "Saachi Jain", "Boaz Barak, et al." ], "year": "2024", "source_url": "https://arxiv.org/abs/2412.16339", "source_url_raw": "https://arxiv.org/abs/2412.16339", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "OpenAI’s strongest direct answer to “constitutional AI” from inside its own stack: teach policies, then reason over them.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 72, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DELIBALIGN24", "title": "Deliberative Alignment: Reasoning Enables Safer Language Models", "authors": "Melody Y. Guan, Manas Joglekar, Eric Wallace, Saachi Jain, Boaz Barak, et al.", "year": "2024", "source_url": "https://arxiv.org/abs/2412.16339", "category": "alignment-research", "what_it_brings": "OpenAI’s strongest direct answer to “constitutional AI” from inside its own stack: teach policies, then reason over them.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "DEMYST24": { "id": "DEMYST24", "title": "Demystifying the DAO Governance Process", "authors": [ "arXiv-listed authors" ], "year": "2024", "source_url": "https://arxiv.org/html/2403.11758v1", "source_url_raw": "urlhttps://arxiv.org/html/2403.11758v1turn29search16", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Focuses on governance proposal understanding and attack detection; relevant to making execution legible and auditable.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 82, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEMYST24", "title": "Demystifying the DAO Governance Process", "authors": "arXiv-listed authors", "year": "2024", "source_url": "urlhttps://arxiv.org/html/2403.11758v1turn29search16", "category": "research-paper", "what_it_brings": "Focuses on governance proposal understanding and attack detection; relevant to making execution legible and auditable.", "lineage_type": "technique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "DENCUN24": { "id": "DENCUN24", "title": "Dencun Mainnet Announcement", "authors": [ "Ethereum Foundation" ], "year": "2024-02", "source_url": "https://blog.ethereum.org/2024/02/27/dencun-mainnet-announcement", "source_url_raw": "urlhttps://blog.ethereum.org/2024/02/27/dencun-mainnet-announcementhttps://blog.ethereum.org/2024/02/27/dencun-mainnet-announcement", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Public execution record for 4844-era governance: experiments become production through social coordination.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 97, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DENCUN24", "title": "Dencun Mainnet Announcement", "authors": "Ethereum Foundation", "year": "2024-02", "source_url": "urlhttps://blog.ethereum.org/2024/02/27/dencun-mainnet-announcementhttps://blog.ethereum.org/2024/02/27/dencun-mainnet-announcement", "category": "product-announcement", "what_it_brings": "Public execution record for 4844-era governance: experiments become production through social coordination.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DEPLOYHUB26": { "id": "DEPLOYHUB26", "title": "OpenAI Deployment Safety Hub", "authors": [ "OpenAI" ], "year": "2026-05", "source_url": "https://deploymentsafety.openai.com/", "source_url_raw": "https://deploymentsafety.openai.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "safety", "lineage_type": "product-evidence", "what_it_brings": "Centralizes OpenAI’s post-2025 safety reporting, showing how deployment governance became system-card-driven.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEPLOYHUB26", "title": "OpenAI Deployment Safety Hub", "authors": "OpenAI", "year": "2026-05", "source_url": "https://deploymentsafety.openai.com/", "category": "safety", "what_it_brings": "Centralizes OpenAI’s post-2025 safety reporting, showing how deployment governance became system-card-driven.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "DESOC22": { "id": "DESOC22", "title": "Decentralized Society: Finding Web3's Soul", "authors": [ "E. Glen Weyl", "Puja Ohlhaver", "Vitalik Buterin" ], "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "source_url_raw": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Soulbound Tokens / DeSoc paper — sovereign identity precedent that pairs directly with POS (Personal Operating System) as a non-transferable identity primitive.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DESOC22", "title": "Decentralized Society: Finding Web3's Soul", "authors": "E. Glen Weyl, Puja Ohlhaver, Vitalik Buterin", "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "category": "research-paper", "what_it_brings": "Soulbound Tokens / DeSoc paper — sovereign identity precedent that pairs directly with POS (Personal Operating System) as a non-transferable identity primitive.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "DESOC_MSR22": { "id": "DESOC_MSR22", "title": "Decentralized Society: Finding Web3's Soul (Microsoft Research mirror)", "authors": [ "E. Glen Weyl", "Puja Ohlhaver", "Vitalik Buterin" ], "year": "2022", "source_url": "https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "source_url_raw": "https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Institutional MSR archival of DeSoc — supports citing identity-without-financialization argument relevant to POS.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DESOC_MSR22", "title": "Decentralized Society: Finding Web3's Soul (Microsoft Research mirror)", "authors": "E. Glen Weyl, Puja Ohlhaver, Vitalik Buterin", "year": "2022", "source_url": "https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "category": "research-paper", "what_it_brings": "Institutional MSR archival of DeSoc — supports citing identity-without-financialization argument relevant to POS.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "DEXTERITY18": { "id": "DEXTERITY18", "title": "Learning Dexterous In-Hand Manipulation", "authors": [ "Marcin Andrychowicz", "Bowen Baker", "Maciek Chociej", "Rafal Józefowicz", "Bob McGrew, et al." ], "year": "2018", "source_url": "https://arxiv.org/abs/1808.00177", "source_url_raw": "https://arxiv.org/abs/1808.00177", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Demonstrates OpenAI’s ambition to build embodied agents that act in the world, raising governance stakes beyond text.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DEXTERITY18", "title": "Learning Dexterous In-Hand Manipulation", "authors": "Marcin Andrychowicz, Bowen Baker, Maciek Chociej, Rafal Józefowicz, Bob McGrew, et al.", "year": "2018", "source_url": "https://arxiv.org/abs/1808.00177", "category": "research-paper", "what_it_brings": "Demonstrates OpenAI’s ambition to build embodied agents that act in the world, raising governance stakes beyond text.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "DIEHL_AGAINSTCRYPTO25": { "id": "DIEHL_AGAINSTCRYPTO25", "title": "The Case Against Crypto in 2025", "authors": [ "Stephen Diehl" ], "year": "2025-01", "source_url": "https://www.stephendiehl.com/posts/against_crypto_2025/", "source_url_raw": "https://www.stephendiehl.com/posts/against_crypto_2025/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "critique", "what_it_brings": "Detailed structural critique of crypto-as-platform-power. Leviathan can borrow the techno-feudalism framing while clearly distinguishing constitutional federation from token-gated fiefdoms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 85, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DIEHL_AGAINSTCRYPTO25", "title": "The Case Against Crypto in 2025", "authors": "Stephen Diehl", "year": "2025-01", "source_url": "https://www.stephendiehl.com/posts/against_crypto_2025/", "category": "essay", "what_it_brings": "Detailed structural critique of crypto-as-platform-power. Leviathan can borrow the techno-feudalism framing while clearly distinguishing constitutional federation from token-gated fiefdoms.", "lineage_type": "critique" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DIEHL_FASCISM25": { "id": "DIEHL_FASCISM25", "title": "Worse Than a Scam: How Crypto Fueled American Fascism", "authors": [ "Stephen Diehl" ], "year": "2025", "source_url": "https://www.stephendiehl.com/posts/crypto_american_fascism/", "source_url_raw": "https://www.stephendiehl.com/posts/crypto_american_fascism/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "critique", "what_it_brings": "Names \"techno-feudalism\" as outcome of crypto-libertarian architecture. Important boundary-marker: Leviathan must avoid replicating the crypto failure mode.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 86, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DIEHL_FASCISM25", "title": "Worse Than a Scam: How Crypto Fueled American Fascism", "authors": "Stephen Diehl", "year": "2025", "source_url": "https://www.stephendiehl.com/posts/crypto_american_fascism/", "category": "essay", "what_it_brings": "Names \"techno-feudalism\" as outcome of crypto-libertarian architecture. Important boundary-marker: Leviathan must avoid replicating the crypto failure mode.", "lineage_type": "critique" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DIGITWIN24": { "id": "DIGITWIN24", "title": "AI Can Now Create a Replica of Your Personality", "authors": [ "MIT Technology Review / Stanford+Google DeepMind" ], "year": "2024", "source_url": "https://www.technologyreview.com/2024/11/20/1107100/ai-can-now-create-a-replica-of-your-personality/", "source_url_raw": "https://www.technologyreview.com/2024/11/20/1107100/ai-can-now-create-a-replica-of-your-personality/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "recent-validation", "what_it_brings": "2-hour interview → digital twin matching human on GSS with 85% accuracy (consistent as human self-matching). Demonstrates LLMs can encode stable, individual personality from observation. Validates \"personality-modeled companion\" thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DIGITWIN24", "title": "AI Can Now Create a Replica of Your Personality", "authors": "MIT Technology Review / Stanford+Google DeepMind", "year": "2024", "source_url": "https://www.technologyreview.com/2024/11/20/1107100/ai-can-now-create-a-replica-of-your-personality/", "category": "product-evidence", "what_it_brings": "2-hour interview → digital twin matching human on GSS with 85% accuracy (consistent as human self-matching). Demonstrates LLMs can encode stable, individual personality from observation. Validates \"personality-modeled companion\" thesis.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "DILOCO23": { "id": "DILOCO23", "title": "DiLoCo: Distributed Low-Communication Training of Language Models", "authors": [ "Arthur Douillard", "Qixuan Feng", "Andrei A. Rusu, et al." ], "year": "2023", "source_url": "https://deepmind.google/blog/decoupled-diloco/", "source_url_raw": "https://deepmind.google/blog/decoupled-diloco/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Introduces distributed low-bandwidth training across disjointed geographic clusters. This provides the architectural foundation for decentralized, federated sovereign instances required by Leviathan's peer-to-peer network topology.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 28, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "DILOCO23", "title": "DiLoCo: Distributed Low-Communication Training of Language Models", "authors": "Arthur Douillard, Qixuan Feng, Andrei A. Rusu, et al.", "year": "2023", "source_url": "https://deepmind.google/blog/decoupled-diloco/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Introduces distributed low-bandwidth training across disjointed geographic clusters. This provides the architectural foundation for decentralized, federated sovereign instances required by Leviathan's peer-to-peer network topology." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "DISCRIMINATION24": { "id": "DISCRIMINATION24", "title": "Evaluating Feature Steering: A Case Study in Mitigating Social Biases", "authors": [ "Anthropic Interpretability Team" ], "year": "2024", "source_url": "https://anthropic.com/research/evaluating-feature-steering", "source_url_raw": "https://anthropic.com/research/evaluating-feature-steering", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Tests whether SAE feature steering reduces social bias.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 72, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DISCRIMINATION24", "title": "Evaluating Feature Steering: A Case Study in Mitigating Social Biases", "authors": "Anthropic Interpretability Team", "year": "2024", "source_url": "https://anthropic.com/research/evaluating-feature-steering", "category": "alignment-research", "what_it_brings": "Tests whether SAE feature steering reduces social bias.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "DISCUST18": { "id": "DISCUST18", "title": "Understanding Discourse Trust Levels", "authors": [ "Discourse" ], "year": "2018", "source_url": "https://blog.discourse.org/2018/06/understanding-discourse-trust-levels/", "source_url_raw": "urlhttps://blog.discourse.org/2018/06/understanding-discourse-trust-levels/turn24search1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Core governance-norms reference for role escalation, reputation, and moderation power on the forum layer many DAOs actually use.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 73, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DISCUST18", "title": "Understanding Discourse Trust Levels", "authors": "Discourse", "year": "2018", "source_url": "urlhttps://blog.discourse.org/2018/06/understanding-discourse-trust-levels/turn24search1", "category": "technical-report", "what_it_brings": "Core governance-norms reference for role escalation, reputation, and moderation power on the forum layer many DAOs actually use.", "lineage_type": "technique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "DISTINGUISH_MECH22": { "id": "DISTINGUISH_MECH22", "title": "Can we efficiently distinguish different mechanisms?", "authors": [ "Paul Christiano" ], "year": "2022-12", "source_url": "https://www.alignment.org/blog/can-we-efficiently-distinguish-different-mechanisms/", "source_url_raw": "urlalignment.org/.../can-we-efficiently-distinguish-different-mechanismshttps://www.alignment.org/blog/can-we-efficiently-distinguish-different-mechanisms/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Directly argues many ELK-style methods may fail if dangerous and safe mechanisms are not efficiently separable. This is among the strongest skeptic objections to principle-based approaches.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 67, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DISTINGUISH_MECH22", "title": "Can we efficiently distinguish different mechanisms?", "authors": "Paul Christiano", "year": "2022-12", "source_url": "urlalignment.org/.../can-we-efficiently-distinguish-different-mechanismshttps://www.alignment.org/blog/can-we-efficiently-distinguish-different-mechanisms/", "category": "critique", "what_it_brings": "Directly argues many ELK-style methods may fail if dangerous and safe mechanisms are not efficiently separable. This is among the strongest skeptic objections to principle-based approaches.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "DISTREP23": { "id": "DISTREP23", "title": "Distributed Representations: Composition & Superposition", "authors": [ "Olah" ], "year": "2023", "source_url": "https://transformer-circuits.pub/2023/superposition-composition/index.html", "source_url_raw": "https://transformer-circuits.pub/2023/superposition-composition/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Frames \"composition\" vs. \"superposition\" as competing strategies for distributed representations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DISTREP23", "title": "Distributed Representations: Composition & Superposition", "authors": "Olah", "year": "2023", "source_url": "https://transformer-circuits.pub/2023/superposition-composition/index.html", "category": "interpretability", "what_it_brings": "Frames \"composition\" vs. \"superposition\" as competing strategies for distributed representations.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_AGEVAPOR26": { "id": "DOCTOROW_AGEVAPOR26", "title": "The Age of Vapor (Locus column)", "authors": [ "Cory Doctorow" ], "year": "2026-05", "source_url": "https://locusmag.com/feature/commentary-cory-doctorow-the-age-of-vapor/", "source_url_raw": "https://locusmag.com/feature/commentary-cory-doctorow-the-age-of-vapor/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "2026 update: speculative technological narratives are not investment advice. Reinforces the case for Leviathan's \"principles you fork, not promises you trust.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_AGEVAPOR26", "title": "The Age of Vapor (Locus column)", "authors": "Cory Doctorow", "year": "2026-05", "source_url": "https://locusmag.com/feature/commentary-cory-doctorow-the-age-of-vapor/", "category": "essay", "what_it_brings": "2026 update: speculative technological narratives are not investment advice. Reinforces the case for Leviathan's \"principles you fork, not promises you trust.\"", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_BEZZLE24": { "id": "DOCTOROW_BEZZLE24", "title": "The Bezzle (Martin Hench novel #2)", "authors": [ "Cory Doctorow" ], "year": "2024", "source_url": "https://us.macmillan.com/books/9781250865878/thebezzle/", "source_url_raw": "https://us.macmillan.com/books/9781250865878/thebezzle/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "journalism-evidence", "what_it_brings": "Fictional case study of the \"shitty technology adoption curve\" — prison-tech, then everyone. Leviathan's federation distributes the load that would otherwise be inflicted on the powerless first.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_BEZZLE24", "title": "The Bezzle (Martin Hench novel #2)", "authors": "Cory Doctorow", "year": "2024", "source_url": "https://us.macmillan.com/books/9781250865878/thebezzle/", "category": "book", "what_it_brings": "Fictional case study of the \"shitty technology adoption curve\" — prison-tech, then everyone. Leviathan's federation distributes the load that would otherwise be inflicted on the powerless first.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_CHOKE22": { "id": "DOCTOROW_CHOKE22", "title": "Chokepoint Capitalism: How Big Tech and Big Content Captured Creative Labor Markets", "authors": [ "Rebecca Giblin", "Cory Doctorow" ], "year": "2022", "source_url": "https://www.beacon.org/Chokepoint-Capitalism-P1856.aspx", "source_url_raw": "https://www.beacon.org/Chokepoint-Capitalism-P1856.aspx", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "Names monopsony chokepoints — the dual to monopoly. Leviathan must defend against both buyer-side and seller-side capture; the federated POS guards user-side monopsony.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_CHOKE22", "title": "Chokepoint Capitalism: How Big Tech and Big Content Captured Creative Labor Markets", "authors": "Rebecca Giblin, Cory Doctorow", "year": "2022", "source_url": "https://www.beacon.org/Chokepoint-Capitalism-P1856.aspx", "category": "book", "what_it_brings": "Names monopsony chokepoints — the dual to monopoly. Leviathan must defend against both buyer-side and seller-side capture; the federated POS guards user-side monopsony.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_ENSH22": { "id": "DOCTOROW_ENSH22", "title": "Pluralistic: Tiktok's enshittification (Jan 21 2023, after Nov 2022 origination)", "authors": [ "Cory Doctorow" ], "year": "2023-01", "source_url": "https://pluralistic.net/2023/01/21/potemkin-ai/", "source_url_raw": "https://pluralistic.net/2023/01/21/potemkin-ai/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "diagnosis", "what_it_brings": "Names the platform decay pattern Leviathan's fork-freedom interrupts: good-to-users → abuse-users-for-business → abuse-business-for-shareholders → death. Constitutional fork rights break the lock-in stage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_ENSH22", "title": "Pluralistic: Tiktok's enshittification (Jan 21 2023, after Nov 2022 origination)", "authors": "Cory Doctorow", "year": "2023-01", "source_url": "https://pluralistic.net/2023/01/21/potemkin-ai/", "category": "blog-post", "what_it_brings": "Names the platform decay pattern Leviathan's fork-freedom interrupts: good-to-users → abuse-users-for-business → abuse-business-for-shareholders → death. Constitutional fork rights break the lock-in stage.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_ENSH_BOOK25": { "id": "DOCTOROW_ENSH_BOOK25", "title": "Enshittification: Why Everything Suddenly Got Worse and What to Do About It", "authors": [ "Cory Doctorow" ], "year": "2025-10", "source_url": "https://us.macmillan.com/books/9780374619329/enshittification/", "source_url_raw": "https://us.macmillan.com/books/9780374619329/enshittification/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "The book-length synthesis. The canonical companion to Leviathan's diagnosis chapter.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_ENSH_BOOK25", "title": "Enshittification: Why Everything Suddenly Got Worse and What to Do About It", "authors": "Cory Doctorow", "year": "2025-10", "source_url": "https://us.macmillan.com/books/9780374619329/enshittification/", "category": "book", "what_it_brings": "The book-length synthesis. The canonical companion to Leviathan's diagnosis chapter.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_FT_ENSH24": { "id": "DOCTOROW_FT_ENSH24", "title": "Enshittification\" is coming for absolutely everything (FT op-ed)", "authors": [ "Cory Doctorow" ], "year": "2024-02", "source_url": "https://www.ft.com/content/6fb1602d-a08b-4a8c-bac0-047b7d64aba5", "source_url_raw": "https://www.ft.com/content/6fb1602d-a08b-4a8c-bac0-047b7d64aba5", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay [paywalled]", "lineage_type": "recent-validation", "what_it_brings": "Mainstreams the term; argues enshittification spans military hardware, the dollar, satellites — i.e. all platforms. Leviathan's general fork-right targets the general phenomenon.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_FT_ENSH24", "title": "\"Enshittification\" is coming for absolutely everything (FT op-ed)", "authors": "Cory Doctorow", "year": "2024-02", "source_url": "https://www.ft.com/content/6fb1602d-a08b-4a8c-bac0-047b7d64aba5", "category": "essay [paywalled]", "what_it_brings": "Mainstreams the term; argues enshittification spans military hardware, the dollar, satellites — i.e. all platforms. Leviathan's general fork-right targets the general phenomenon.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_HTDSC20": { "id": "DOCTOROW_HTDSC20", "title": "How to Destroy Surveillance Capitalism", "authors": [ "Cory Doctorow" ], "year": "2020", "source_url": "https://onezero.medium.com/how-to-destroy-surveillance-capitalism-8135e6744d59", "source_url_raw": "https://onezero.medium.com/how-to-destroy-surveillance-capitalism-8135e6744d59", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "proposed-alternative", "what_it_brings": "Reframes Zuboff: monopoly (not mind-control) is the mechanism. Leviathan inherits the antitrust/interoperability remedy strategy and applies it via federated forking.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_HTDSC20", "title": "How to Destroy Surveillance Capitalism", "authors": "Cory Doctorow", "year": "2020", "source_url": "https://onezero.medium.com/how-to-destroy-surveillance-capitalism-8135e6744d59", "category": "essay", "what_it_brings": "Reframes Zuboff: monopoly (not mind-control) is the mechanism. Leviathan inherits the antitrust/interoperability remedy strategy and applies it via federated forking.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_INCENTIVE25": { "id": "DOCTOROW_INCENTIVE25", "title": "Show Me the Incentive, I'll Show You the Outcome (Locus column)", "authors": [ "Cory Doctorow" ], "year": "2025-11", "source_url": "https://locusmag.com/feature/commentary-cory-doctorow-show-me-the-incentive-ill-show-you-the-outcome/", "source_url_raw": "https://locusmag.com/feature/commentary-cory-doctorow-show-me-the-incentive-ill-show-you-the-outcome/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Policy change beats personnel change — incentive structures determine outcomes. Direct support for Leviathan's constitutional (rule-of-law) approach over leader-of-the-month AI ethics.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_INCENTIVE25", "title": "Show Me the Incentive, I'll Show You the Outcome (Locus column)", "authors": "Cory Doctorow", "year": "2025-11", "source_url": "https://locusmag.com/feature/commentary-cory-doctorow-show-me-the-incentive-ill-show-you-the-outcome/", "category": "essay", "what_it_brings": "Policy change beats personnel change — incentive structures determine outcomes. Direct support for Leviathan's constitutional (rule-of-law) approach over leader-of-the-month AI ethics.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_INTERNETCON23": { "id": "DOCTOROW_INTERNETCON23", "title": "The Internet Con: How to Seize the Means of Computation", "authors": [ "Cory Doctorow" ], "year": "2023", "source_url": "https://www.versobooks.com/products/3035-the-internet-con", "source_url_raw": "https://www.versobooks.com/products/3035-the-internet-con", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "The interoperability manifesto: end-to-end + right of exit. These are exactly the two primitives Leviathan implements at the AI/governance layer rather than the protocol layer.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_INTERNETCON23", "title": "The Internet Con: How to Seize the Means of Computation", "authors": "Cory Doctorow", "year": "2023", "source_url": "https://www.versobooks.com/products/3035-the-internet-con", "category": "book", "what_it_brings": "The interoperability manifesto: end-to-end + right of exit. These are exactly the two primitives Leviathan implements at the AI/governance layer rather than the protocol layer.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_KAGI24": { "id": "DOCTOROW_KAGI24", "title": "Too Big to Care: Enshittification is a Choice", "authors": [ "Cory Doctorow" ], "year": "2024-04", "source_url": "https://pluralistic.net/2024/04/04/teach-me-how-to-shruggie/#kagi", "source_url_raw": "https://pluralistic.net/2024/04/04/teach-me-how-to-shruggie/#kagi", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "diagnosis", "what_it_brings": "Empirical demonstration that enshittified results are a *deliberate* choice (Kagi proves quality is technically possible). Reinforces Acemoglu's \"technology is choice\" thesis Leviathan operationalizes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_KAGI24", "title": "Too Big to Care: Enshittification is a Choice", "authors": "Cory Doctorow", "year": "2024-04", "source_url": "https://pluralistic.net/2024/04/04/teach-me-how-to-shruggie/#kagi", "category": "blog-post", "what_it_brings": "Empirical demonstration that enshittified results are a *deliberate* choice (Kagi proves quality is technically possible). Reinforces Acemoglu's \"technology is choice\" thesis Leviathan operationalizes.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_LOCUS_DBE23": { "id": "DOCTOROW_LOCUS_DBE23", "title": "Don't Be Evil (Locus column on enshittification mechanics)", "authors": [ "Cory Doctorow" ], "year": "2023-11", "source_url": "https://locusmag.com/2023/11/commentary-by-cory-doctorow-dont-be-evil/", "source_url_raw": "https://locusmag.com/2023/11/commentary-by-cory-doctorow-dont-be-evil/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "diagnosis", "what_it_brings": "Defines the three disciplining factors that, when removed, produce enshittification: competition, switching costs, employee power. Leviathan restores switching cost ≈ 0 via fork.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_LOCUS_DBE23", "title": "Don't Be Evil (Locus column on enshittification mechanics)", "authors": "Cory Doctorow", "year": "2023-11", "source_url": "https://locusmag.com/2023/11/commentary-by-cory-doctorow-dont-be-evil/", "category": "essay", "what_it_brings": "Defines the three disciplining factors that, when removed, produce enshittification: competition, switching costs, employee power. Leviathan restores switching cost ≈ 0 via fork.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_LOCUS_NOONE24": { "id": "DOCTOROW_LOCUS_NOONE24", "title": "No One Is the Enshittifier of Their Own Story (Locus column)", "authors": [ "Cory Doctorow" ], "year": "2024-05", "source_url": "https://locusmag.com/feature/cory-doctorow-no-one-is-the-enshittifier-of-their-own-story/", "source_url_raw": "https://locusmag.com/feature/cory-doctorow-no-one-is-the-enshittifier-of-their-own-story/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Microfoundations argument: enshittification is structural, not personal. Same managers, different constraints. Justifies Leviathan's bet that constitutional structure (not better leaders) is the lever.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_LOCUS_NOONE24", "title": "No One Is the Enshittifier of Their Own Story (Locus column)", "authors": "Cory Doctorow", "year": "2024-05", "source_url": "https://locusmag.com/feature/cory-doctorow-no-one-is-the-enshittifier-of-their-own-story/", "category": "essay", "what_it_brings": "Microfoundations argument: enshittification is structural, not personal. Same managers, different constraints. Justifies Leviathan's bet that constitutional structure (not better leaders) is the lever.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DOCTOROW_PICKS25": { "id": "DOCTOROW_PICKS25", "title": "Picks and Shovels (Martin Hench novel #3)", "authors": [ "Cory Doctorow" ], "year": "2025-02", "source_url": "https://us.macmillan.com/books/9781250865908/picksandshovels", "source_url_raw": "https://us.macmillan.com/books/9781250865908/picksandshovels", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "journalism-evidence", "what_it_brings": "Origin-story PC novel arguing personal-computing was a contested moral architecture from day one. Frames POS-on-device as continuation of an interrupted lineage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOCTOROW_PICKS25", "title": "Picks and Shovels (Martin Hench novel #3)", "authors": "Cory Doctorow", "year": "2025-02", "source_url": "https://us.macmillan.com/books/9781250865908/picksandshovels", "category": "book", "what_it_brings": "Origin-story PC novel arguing personal-computing was a contested moral architecture from day one. Frames POS-on-device as continuation of an interrupted lineage.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "DONATEPETRI26": { "id": "DONATEPETRI26", "title": "Donating our Open-Source Alignment Tool (Petri)", "authors": [ "Anthropic Alignment Team" ], "year": "2026", "source_url": "https://www.anthropic.com/research/donating-open-source-petri", "source_url_raw": "https://www.anthropic.com/research/donating-open-source-petri", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Releases Petri auditing tool to the open-source community.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 113, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DONATEPETRI26", "title": "Donating our Open-Source Alignment Tool (Petri)", "authors": "Anthropic Alignment Team", "year": "2026", "source_url": "https://www.anthropic.com/research/donating-open-source-petri", "category": "alignment-research", "what_it_brings": "Releases Petri auditing tool to the open-source community.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "DONTOVERLOAD23": { "id": "DONTOVERLOAD23", "title": "Don't overload Ethereum's consensus", "authors": [ "Vitalik Buterin" ], "year": "2023", "source_url": "https://vitalik.eth.limo/general/2023/05/21/dont_overload.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2023/05/21/dont_overload.htmlhttps://vitalik.eth.limo/general/2023/05/21/dont_overload.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Clear boundary-setting text: not every social function belongs in base consensus, a core Leviathan design constraint.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DONTOVERLOAD23", "title": "Don't overload Ethereum's consensus", "authors": "Vitalik Buterin", "year": "2023", "source_url": "urlhttps://vitalik.eth.limo/general/2023/05/21/dont_overload.htmlhttps://vitalik.eth.limo/general/2023/05/21/dont_overload.html", "category": "blog-post", "what_it_brings": "Clear boundary-setting text: not every social function belongs in base consensus, a core Leviathan design constraint.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DOUBLEDESCENT23": { "id": "DOUBLEDESCENT23", "title": "Superposition, Memorization, and Double Descent", "authors": [ "Henighan", "Carter", "Hume", "Elhage, et al." ], "year": "2023", "source_url": "https://transformer-circuits.pub/2023/toy-double-descent/index.html", "source_url_raw": "https://transformer-circuits.pub/2023/toy-double-descent/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Extends toy-model framework to explain memorization and double descent via superposition.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DOUBLEDESCENT23", "title": "Superposition, Memorization, and Double Descent", "authors": "Henighan, Carter, Hume, Elhage, et al.", "year": "2023", "source_url": "https://transformer-circuits.pub/2023/toy-double-descent/index.html", "category": "interpretability", "what_it_brings": "Extends toy-model framework to explain memorization and double descent via superposition.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "DRL_PREF17": { "id": "DRL_PREF17", "title": "Deep Reinforcement Learning from Human Preferences", "authors": [ "Paul Christiano", "Jan Leike", "Tom Brown", "Miljan Martic", "Shane Legg", "Dario Amodei" ], "year": "2017", "source_url": "https://arxiv.org/abs/1706.03741", "source_url_raw": "urlarxiv.org/abs/1706.03741https://arxiv.org/abs/1706.03741", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Major precursor to RLHF. Leviathan should cite it as part of the line skeptics think still punts on hidden cognition and strategic deception.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 53, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DRL_PREF17", "title": "Deep Reinforcement Learning from Human Preferences", "authors": "Paul Christiano, Jan Leike, Tom Brown, Miljan Martic, Shane Legg, Dario Amodei", "year": "2017", "source_url": "urlarxiv.org/abs/1706.03741https://arxiv.org/abs/1706.03741", "category": "research-paper", "what_it_brings": "Major precursor to RLHF. Leviathan should cite it as part of the line skeptics think still punts on hidden cognition and strategic deception.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "DSOUL22": { "id": "DSOUL22", "title": "Decentralized Society: Finding Web3's Soul", "authors": [ "E. Glen Weyl", "Puja Ohlhaver", "Vitalik Buterin" ], "year": "2022", "source_url": "https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "source_url_raw": "urlhttps://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Canonical DeSoc paper; direct precedent for plural identity, sybil resistance, and non-market governance credentials.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 61, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DSOUL22", "title": "Decentralized Society: Finding Web3's Soul", "authors": "E. Glen Weyl, Puja Ohlhaver, Vitalik Buterin", "year": "2022", "source_url": "urlhttps://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/https://www.microsoft.com/en-us/research/publication/decentralized-society-finding-web3s-soul/", "category": "research-paper", "what_it_brings": "Canonical DeSoc paper; direct precedent for plural identity, sybil resistance, and non-market governance credentials.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DUALMANDATE14": { "id": "DUALMANDATE14", "title": "The Xbox and Ethereum's Dual Mandate", "authors": [ "Vitalik Buterin" ], "year": "2014", "source_url": "https://blog.ethereum.org/2014/05/15/the-xbox-and-ethereums-dual-mandate", "source_url_raw": "urlhttps://blog.ethereum.org/2014/05/15/the-xbox-and-ethereums-dual-mandatehttps://blog.ethereum.org/2014/05/15/the-xbox-and-ethereums-dual-mandate", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Clean early precedent for protocol mission plus separate organizational container, useful for Leviathan’s Constitutional Company pattern.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "DUALMANDATE14", "title": "The Xbox and Ethereum's Dual Mandate", "authors": "Vitalik Buterin", "year": "2014", "source_url": "urlhttps://blog.ethereum.org/2014/05/15/the-xbox-and-ethereums-dual-mandatehttps://blog.ethereum.org/2014/05/15/the-xbox-and-ethereums-dual-mandate", "category": "governance-document", "what_it_brings": "Clean early precedent for protocol mission plus separate organizational container, useful for Leviathan’s Constitutional Company pattern.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "DYNAMIC_REFLECTIONS_26": { "id": "DYNAMIC_REFLECTIONS_26", "title": "Dynamic Reflections: Probing Video Representations with Text Alignment", "authors": [ "Google DeepMind" ], "year": "2026-04", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "[https://deepmind.google/research/publications/](https://deepmind.google/research/publications/)", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Advances the alignment between textual semantics and continuous video dynamics. This provides a crucial technical capability for accurately enforcing text-based constitutional rules onto multi-dimensional, visually rendered world models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 92, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "DYNAMIC_REFLECTIONS_26", "title": "Dynamic Reflections: Probing Video Representations with Text Alignment", "authors": "Google DeepMind", "year": "2026-04", "source_url": "[https://deepmind.google/research/publications/](https://deepmind.google/research/publications/)", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Advances the alignment between textual semantics and continuous video dynamics. This provides a crucial technical capability for accurately enforcing text-based constitutional rules onto multi-dimensional, visually rendered world models." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "ECONINDEX25": { "id": "ECONINDEX25", "title": "The Anthropic Economic Index", "authors": [ "Handa", "Tamkin, et al." ], "year": "2025", "source_url": "https://www.anthropic.com/news/the-anthropic-economic-index", "source_url_raw": "https://www.anthropic.com/news/the-anthropic-economic-index", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "First-of-its-kind dataset/methodology for measuring AI's effect on labor markets.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 101, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ECONINDEX25", "title": "The Anthropic Economic Index", "authors": "Handa, Tamkin, et al.", "year": "2025", "source_url": "https://www.anthropic.com/news/the-anthropic-economic-index", "category": "research-paper", "what_it_brings": "First-of-its-kind dataset/methodology for measuring AI's effect on labor markets.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "ECONINDEX26SURVEY": { "id": "ECONINDEX26SURVEY", "title": "Announcing the Anthropic Economic Index Survey", "authors": [ "Anthropic Economic Research" ], "year": "2026", "source_url": "https://www.anthropic.com/research/economic-index-survey-announcement", "source_url_raw": "https://www.anthropic.com/research/economic-index-survey-announcement", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Monthly survey via Anthropic Interviewer to track AI's economic effects.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 115, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ECONINDEX26SURVEY", "title": "Announcing the Anthropic Economic Index Survey", "authors": "Anthropic Economic Research", "year": "2026", "source_url": "https://www.anthropic.com/research/economic-index-survey-announcement", "category": "research-paper", "what_it_brings": "Monthly survey via Anthropic Interviewer to track AI's economic effects.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "EDELWEISS23": { "id": "EDELWEISS23", "title": "Edelweiss Interop Recap", "authors": [ "Ethereum Foundation" ], "year": "2023", "source_url": "https://blog.ethereum.org/2023/02/07/edelweiss-interop-recap", "source_url_raw": "urlhttps://blog.ethereum.org/2023/02/07/edelweiss-interop-recaphttps://blog.ethereum.org/2023/02/07/edelweiss-interop-recap", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "product-evidence", "what_it_brings": "Shows 4844 maturing through interoperable client coordination rather than centralized shipping authority.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 71, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EDELWEISS23", "title": "Edelweiss Interop Recap", "authors": "Ethereum Foundation", "year": "2023", "source_url": "urlhttps://blog.ethereum.org/2023/02/07/edelweiss-interop-recaphttps://blog.ethereum.org/2023/02/07/edelweiss-interop-recap", "category": "governance-document", "what_it_brings": "Shows 4844 maturing through interoperable client coordination rather than centralized shipping authority.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "EFMANDATE26": { "id": "EFMANDATE26", "title": "The Promise of Ethereum: Introducing the EF Mandate", "authors": [ "Ethereum Foundation Board" ], "year": "2026-03", "source_url": "https://blog.ethereum.org/2026/03/13/ef-mandate", "source_url_raw": "urlhttps://blog.ethereum.org/2026/03/13/ef-mandatehttps://blog.ethereum.org/2026/03/13/ef-mandate", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "The clearest constitutional-style institutional self-description in EF history; especially relevant to Leviathan’s framing.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 99, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EFMANDATE26", "title": "The Promise of Ethereum: Introducing the EF Mandate", "authors": "Ethereum Foundation Board", "year": "2026-03", "source_url": "urlhttps://blog.ethereum.org/2026/03/13/ef-mandatehttps://blog.ethereum.org/2026/03/13/ef-mandate", "category": "governance-document", "what_it_brings": "The clearest constitutional-style institutional self-description in EF history; especially relevant to Leviathan’s framing.", "lineage_type": "policy" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "EFREPORT22": { "id": "EFREPORT22", "title": "Ethereum Foundation Report", "authors": [ "Ethereum Foundation" ], "year": "2022", "source_url": "https://blog.ethereum.org/2022/04/18/ef-report-april-2022", "source_url_raw": "urlhttps://blog.ethereum.org/2022/04/18/ef-report-april-2022https://blog.ethereum.org/2022/04/18/ef-report-april-2022", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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The pivot point of Lockean retreat in the US.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "ES17": { "id": "ES17", "title": "Evolution Strategies as a Scalable Alternative to Reinforcement Learning", "authors": [ "Tim Salimans", "Jonathan Ho", "Xi Chen", "Szymon Sidor", "Ilya Sutskever" ], "year": "2017", "source_url": "https://arxiv.org/abs/1703.03864", "source_url_raw": "https://arxiv.org/abs/1703.03864", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Shows OpenAI’s early bias toward scale-first agent training, helping explain later governance pressure from capability acceleration.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ES17", "title": "Evolution Strategies as a Scalable Alternative to Reinforcement Learning", "authors": "Tim Salimans, Jonathan Ho, Xi Chen, Szymon Sidor, Ilya Sutskever", "year": "2017", "source_url": "https://arxiv.org/abs/1703.03864", "category": "research-paper", "what_it_brings": "Shows OpenAI’s early bias toward scale-first agent training, helping explain later governance pressure from capability acceleration.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "ETCDECL19": { "id": "ETCDECL19", "title": "The Ethereum Classic Declaration of Independence", "authors": [ "Ethereum Classic community" ], "year": "2019", "source_url": "https://ethereumclassic.org/ETC_Declaration_of_Independence.pdf", "source_url_raw": "urlhttps://ethereumclassic.org/ETC_Declaration_of_Independence.pdfturn30search3", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Preserves the minority-chain rationale after the DAO fork; strong evidence that fork freedom is both essential and socially contested.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETCDECL19", "title": "The Ethereum Classic Declaration of Independence", "authors": "Ethereum Classic community", "year": "2019", "source_url": "urlhttps://ethereumclassic.org/ETC_Declaration_of_Independence.pdfturn30search3", "category": "governance-document", "what_it_brings": "Preserves the minority-chain rationale after the DAO fork; strong evidence that fork freedom is both essential and socially contested.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "ETHGOVTALK25": { "id": "ETHGOVTALK25", "title": "Protocol Berg v2: Tim Beiko - How Ethereum Governance Works", "authors": [ "Tim Beiko" ], "year": "2025", "source_url": "https://www.youtube.com/watch?v=x9N2AavJCjc", "source_url_raw": "urlhttps://www.youtube.com/watch?v=x9N2AavJCjchttps://www.youtube.com/watch?v=x9N2AavJCjc", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Best primary explainer of the actual upgrade process behind Ethereum’s rough-consensus governance machinery.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHGOVTALK25", "title": "Protocol Berg v2: Tim Beiko - How Ethereum Governance Works", "authors": "Tim Beiko", "year": "2025", "source_url": "urlhttps://www.youtube.com/watch?v=x9N2AavJCjchttps://www.youtube.com/watch?v=x9N2AavJCjc", "category": "governance-document", "what_it_brings": "Best primary explainer of the actual upgrade process behind Ethereum’s rough-consensus governance machinery.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "ETHICALTECH19": { "id": "ETHICALTECH19", "title": "The pursuit of ethical tech", "authors": [ "Mustafa Suleyman" ], "year": "2019", "source_url": "https://mustafa-suleyman.ai/the-pursuit-of-ethical-tech", "source_url_raw": "https://mustafa-suleyman.ai/the-pursuit-of-ethical-tech", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Argues for the creation of global arenas and cross-cultural conversations to minimize AI risks. This serves as a Lockean precursor to Leviathan's federated approach to transnational, principle-based governance that transcends corporate silos.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 13, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "ETHICALTECH19", "title": "The pursuit of ethical tech", "authors": "Mustafa Suleyman", "year": "2019", "source_url": "https://mustafa-suleyman.ai/the-pursuit-of-ethical-tech", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Argues for the creation of global arenas and cross-cultural conversations to minimize AI risks. This serves as a Lockean precursor to Leviathan's federated approach to transnational, principle-based governance that transcends corporate silos." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ALEGRE23": { "id": "ETHICS_ALEGRE23", "title": "We don't need new neurorights", "authors": [ "Alegre", "S." ], "year": "2023", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Presents the contrarian legal argument that existing privacy and human rights frameworks are entirely sufficient to govern neurotech, serving as a critical counter-thesis to the neurorights movement.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 99, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ALEGRE23", "title": "We don't need new neurorights", "authors": "Alegre, S.", "year": "2023", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "category": "critique", "what_it_brings": "Presents the contrarian legal argument that existing privacy and human rights frameworks are entirely sufficient to govern neurotech, serving as a critical counter-thesis to the neurorights movement.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ANDANDA25": { "id": "ETHICS_ANDANDA25", "title": "Ad Hoc Expert Group elaboration of a draft Recommendation", "authors": [ "Andanda", "P." ], "year": "2025", "source_url": "https://www.unesco.org/en/ethics-neurotech/recommendation/expert-group", "source_url_raw": "https://www.unesco.org/en/ethics-neurotech/recommendation/expert-group", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Outlines the multidisciplinary, cross-cultural methodologies utilized by UNESCO to construct a globally acceptable, ethically sound neurotechnology governance framework that respects varied cultural norms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 95, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ANDANDA25", "title": "Ad Hoc Expert Group elaboration of a draft Recommendation", "authors": "Andanda, P.", "year": "2025", "source_url": "https://www.unesco.org/en/ethics-neurotech/recommendation/expert-group", "category": "governance-document", "what_it_brings": "Outlines the multidisciplinary, cross-cultural methodologies utilized by UNESCO to construct a globally acceptable, ethically sound neurotechnology governance framework that respects varied cultural norms.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_CASB1223": { "id": "ETHICS_CASB1223", "title": "Consumer privacy: sensitive personal information: neural data (SB 1223)", "authors": [ "California State Senate" ], "year": "2024-09", "source_url": "https://calmatters.digitaldemocracy.org/bills/ca_202320240sb1223", "source_url_raw": "https://calmatters.digitaldemocracy.org/bills/ca_202320240sb1223", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Legislatively bridges the severe gap between traditional consumer data privacy and invasive neurotechnology by legally classifying central and peripheral nervous system data as highly sensitive personal information.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 84, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_CASB1223", "title": "Consumer privacy: sensitive personal information: neural data (SB 1223)", "authors": "California State Senate", "year": "2024-09", "source_url": "https://calmatters.digitaldemocracy.org/bills/ca_202320240sb1223", "category": "legal-framework", "what_it_brings": "Legislatively bridges the severe gap between traditional consumer data privacy and invasive neurotechnology by legally classifying central and peripheral nervous system data as highly sensitive personal information.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_CHARTE22": { "id": "ETHICS_CHARTE22", "title": "Charte de développement responsable des neurotechnologies", "authors": [ "Ministere de l'Enseignement" ], "year": "2022", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Details the French national strategy for ensuring that rapidly advancing domestic neurotechnological research strictly adheres to human-centric, highly responsible developmental guidelines.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 101, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_CHARTE22", "title": "Charte de développement responsable des neurotechnologies", "authors": "Ministere de l'Enseignement", "year": "2022", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "category": "governance-document", "what_it_brings": "Details the French national strategy for ensuring that rapidly advancing domestic neurotechnological research strictly adheres to human-centric, highly responsible developmental guidelines.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_CHILE21": { "id": "ETHICS_CHILE21", "title": "Law No. 21.383 amending the Constitution of the Republic of Chile", "authors": [ "Republic of Chile" ], "year": "2021", "source_url": "https://law.stanford.edu/2026/04/27/", "source_url_raw": "https://law.stanford.edu/2026/04/27/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "real-world-precedent", "what_it_brings": "Represents the first sovereign constitutional amendment globally to explicitly legally protect \"brain activity and the information derived from it,\" serving as the real-world precedent for the Leviathan thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 82, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_CHILE21", "title": "Law No. 21.383 amending the Constitution of the Republic of Chile", "authors": "Republic of Chile", "year": "2021", "source_url": "https://law.stanford.edu/2026/04/27/", "category": "legal-framework", "what_it_brings": "Represents the first sovereign constitutional amendment globally to explicitly legally protect \"brain activity and the information derived from it,\" serving as the real-world precedent for the Leviathan thesis.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_COLORADO24": { "id": "ETHICS_COLORADO24", "title": "Colorado Privacy Act Amendments protecting neural data", "authors": [ "State of Colorado" ], "year": "2024-04", "source_url": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "source_url_raw": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Acts as the immediate precursor to California's law, initiating powerful multi-state momentum toward localized sovereign enforcement of neural data privacy independent of sluggish federal legislation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 85, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_COLORADO24", "title": "Colorado Privacy Act Amendments protecting neural data", "authors": "State of Colorado", "year": "2024-04", "source_url": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "category": "legal-framework", "what_it_brings": "Acts as the immediate precursor to California's law, initiating powerful multi-state momentum toward localized sovereign enforcement of neural data privacy independent of sluggish federal legislation.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_DPDP23": { "id": "ETHICS_DPDP23", "title": "The Digital Personal Data Protection Act", "authors": [ "Government of India" ], "year": "2023-08", "source_url": "https://www.meity.gov.in/", "source_url_raw": "https://www.meity.gov.in/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "real-world-precedent", "what_it_brings": "Highlights parallel data sovereignty frameworks emerging in the global south, providing structural blueprints for how decentralized federations might manage cross-border data flows and user rights.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 110, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_DPDP23", "title": "The Digital Personal Data Protection Act", "authors": "Government of India", "year": "2023-08", "source_url": "https://www.meity.gov.in/", "category": "legal-framework", "what_it_brings": "Highlights parallel data sovereignty frameworks emerging in the global south, providing structural blueprints for how decentralized federations might manage cross-border data flows and user rights.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_DWAVE24": { "id": "ETHICS_DWAVE24", "title": "Quantum hardware commercial D-Wave", "authors": [ "Wang, et al." ], "year": "2024", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_raw": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Details the rapid commercialization of quantum processing units, proving that hostile actors will soon possess the raw computational power required to violently decrypt intercepted consumer neural data streams.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 126, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_DWAVE24", "title": "Quantum hardware commercial D-Wave", "authors": "Wang, et al.", "year": "2024", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "category": "technical-report", "what_it_brings": "Details the rapid commercialization of quantum processing units, proving that hostile actors will soon possess the raw computational power required to violently decrypt intercepted consumer neural data streams.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_EMOTIV23": { "id": "ETHICS_EMOTIV23", "title": "Supreme Court Judgment on Emotiv Inc and Mental Privacy", "authors": [ "Chilean Supreme Court" ], "year": "2023-08", "source_url": "https://www.frontiersin.org/journals/psychology/articles/", "source_url_raw": "https://www.frontiersin.org/journals/psychology/articles/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Sets a monumental global legal precedent by ordering the immediate deletion of consumer neural data, forcefully executing constitutional neurorights against a private, international neurotech corporation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 83, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_EMOTIV23", "title": "Supreme Court Judgment on Emotiv Inc and Mental Privacy", "authors": "Chilean Supreme Court", "year": "2023-08", "source_url": "https://www.frontiersin.org/journals/psychology/articles/", "category": "case-study", "what_it_brings": "Sets a monumental global legal precedent by ordering the immediate deletion of consumer neural data, forcefully executing constitutional neurorights against a private, international neurotech corporation.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ENHANCE23": { "id": "ETHICS_ENHANCE23", "title": "The ethics of neuroenhancement", "authors": [ "Jotterand", "F.", "Ienca", "M." ], "year": "2023", "source_url": "https://plato.stanford.edu/entries/neuroethics/", "source_url_raw": "https://plato.stanford.edu/entries/neuroethics/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "review", "lineage_type": "critique", "what_it_brings": "Provides a vital philosophical framework for understanding the deep ideological divide between aggressive transhumanist adoption of BCIs and strict bioconservative rejection of cognitive alterations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 96, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ENHANCE23", "title": "The ethics of neuroenhancement", "authors": "Jotterand, F., Ienca, M.", "year": "2023", "source_url": "https://plato.stanford.edu/entries/neuroethics/", "category": "review", "what_it_brings": "Provides a vital philosophical framework for understanding the deep ideological divide between aggressive transhumanist adoption of BCIs and strict bioconservative rejection of cognitive alterations.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_EUROPE25": { "id": "ETHICS_EUROPE25", "title": "Analysis of the existing European human rights framework concerning neurotechnologies", "authors": [ "Andorno", "R." ], "year": "2025-10", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_raw": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Critically evaluates the stark insufficiencies of the existing GDPR to counter complex algorithmic inferences drawn from high-bandwidth BCIs, demanding updated, neuro-specific legal paradigms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_EUROPE25", "title": "Analysis of the existing European human rights framework concerning neurotechnologies", "authors": "Andorno, R.", "year": "2025-10", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "category": "policy", "what_it_brings": "Critically evaluates the stark insufficiencies of the existing GDPR to counter complex algorithmic inferences drawn from high-bandwidth BCIs, demanding updated, neuro-specific legal paradigms.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_FARAHANY24": { "id": "ETHICS_FARAHANY24", "title": "Battle for Your Brain neurotechnology ethics", "authors": [ "Farahany", "N." ], "year": "2024", "source_url": "", "source_url_raw": "Implicitly cited via methodology", "source_url_status": "unresolved", "source_url_note": "Not an unambiguous absolute HTTP(S) URL.", "category": "critique", "lineage_type": "foundational", "what_it_brings": "This foundational text exposes the severe vulnerability of raw cognitive telemetry, providing real-world precedent for why Leviathan’s constitutional federations must preempt state-regulated corporate hegemony over neural data.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 129, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_FARAHANY24", "title": "Battle for Your Brain neurotechnology ethics", "authors": "Farahany, N.", "year": "2024", "source_url": "Implicitly cited via methodology", "category": "critique", "what_it_brings": "This foundational text exposes the severe vulnerability of raw cognitive telemetry, providing real-world precedent for why Leviathan’s constitutional federations must preempt state-regulated corporate hegemony over neural data.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_FINS22": { "id": "ETHICS_FINS22", "title": "The unintended consequences of Chile's Neurorights Constitutional Reform", "authors": [ "Fins", "J.J." ], "year": "2022-08", "source_url": "https://www.jmir.org/2025/1/e72270/", "source_url_raw": "https://www.jmir.org/2025/1/e72270/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Warns forcefully against poorly constructed, overly broad neurorights laws that might inadvertently paralyze vital medical BCI research, advocating for precision in neuro-legislative drafting.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 92, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_FINS22", "title": "The unintended consequences of Chile's Neurorights Constitutional Reform", "authors": "Fins, J.J.", "year": "2022-08", "source_url": "https://www.jmir.org/2025/1/e72270/", "category": "critique", "what_it_brings": "Warns forcefully against poorly constructed, overly broad neurorights laws that might inadvertently paralyze vital medical BCI research, advocating for precision in neuro-legislative drafting.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_GERLICH24": { "id": "ETHICS_GERLICH24", "title": "Geopolitical implications of AI-driven governance", "authors": [ "Gerlich" ], "year": "2024", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_raw": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Explores how AI capabilities are aggressively weaponized by nation-states for geopolitical competition, underscoring the severe risks of linking personal neural telemetry to state-controlled infrastructure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 112, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_GERLICH24", "title": "Geopolitical implications of AI-driven governance", "authors": "Gerlich", "year": "2024", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "category": "critique", "what_it_brings": "Explores how AI capabilities are aggressively weaponized by nation-states for geopolitical competition, underscoring the severe risks of linking personal neural telemetry to state-controlled infrastructure.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_GLEESON23": { "id": "ETHICS_GLEESON23", "title": "Global inequities in access to health products", "authors": [ "Gleeson", "D., et al." ], "year": "2023", "source_url": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "source_url_raw": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Reinforces the stark political economy analysis that advanced neural interfaces will initially bypass marginalized populations entirely, exacerbating existing geopolitical and socio-economic divides.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 103, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_GLEESON23", "title": "Global inequities in access to health products", "authors": "Gleeson, D., et al.", "year": "2023", "source_url": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "category": "research-paper", "what_it_brings": "Reinforces the stark political economy analysis that advanced neural interfaces will initially bypass marginalized populations entirely, exacerbating existing geopolitical and socio-economic divides.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_GRIFFITHS20": { "id": "ETHICS_GRIFFITHS20", "title": "Badly-coded computer virus vulnerabilities", "authors": [ "Griffiths", "J." ], "year": "2020", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_raw": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Serves as a terrifying historical reminder of the cascading, civilization-scale damage caused by rudimentary software flaws, extrapolating these systemic risks to future networks of directly interconnected human brains.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 123, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_GRIFFITHS20", "title": "Badly-coded computer virus vulnerabilities", "authors": "Griffiths, J.", "year": "2020", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "category": "case-study", "what_it_brings": "Serves as a terrifying historical reminder of the cascading, civilization-scale damage caused by rudimentary software flaws, extrapolating these systemic risks to future networks of directly interconnected human brains.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_GRIMES20": { "id": "ETHICS_GRIMES20", "title": "Cryptography apocalypse: Preparing for quantum threats", "authors": [ "Grimes", "R. A." ], "year": "2020", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_raw": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "policy", "what_it_brings": "Analyzes the impending collapse of classical encryption under advanced computational pressure, emphasizing the critical requirement for quantum-resistant cryptographic layers within any POS architecture managing highly sensitive neural telemetry.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 124, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_GRIMES20", "title": "Cryptography apocalypse: Preparing for quantum threats", "authors": "Grimes, R. A.", "year": "2020", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "category": "critique", "what_it_brings": "Analyzes the impending collapse of classical encryption under advanced computational pressure, emphasizing the critical requirement for quantum-resistant cryptographic layers within any POS architecture managing highly sensitive neural telemetry.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_HAIN23": { "id": "ETHICS_HAIN23", "title": "Unveiling the Neurotechnology Landscape", "authors": [ "Hain", "D.S., et al." ], "year": "2023", "source_url": "https://unesdoc.unesco.org/ark:/48223/pf0000391074", "source_url_raw": "https://unesdoc.unesco.org/ark:/48223/pf0000391074", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Provides a comprehensive, data-driven mapping of the global scientific advancements, patent filings, and capital investments driving the explosive growth of the commercial neurotechnology sector.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 104, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_HAIN23", "title": "Unveiling the Neurotechnology Landscape", "authors": "Hain, D.S., et al.", "year": "2023", "source_url": "https://unesdoc.unesco.org/ark:/48223/pf0000391074", "category": "technical-report", "what_it_brings": "Provides a comprehensive, data-driven mapping of the global scientific advancements, patent filings, and capital investments driving the explosive growth of the commercial neurotechnology sector.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_HUNTON24": { "id": "ETHICS_HUNTON24", "title": "California amends CCPA to cover neural data", "authors": [ "Hunton Andrews Kurth" ], "year": "2024", "source_url": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "source_url_raw": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Further clarifies the exact legal mechanisms by which California has expanded the definition of \"sensitive personal information\" to actively encompass \"abstract digital\" formats and algorithmic neural outputs.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 106, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_HUNTON24", "title": "California amends CCPA to cover neural data", "authors": "Hunton Andrews Kurth", "year": "2024", "source_url": "https://www.hunton.com/privacy-and-cybersecurity-law-blog/", "category": "legal-framework", "what_it_brings": "Further clarifies the exact legal mechanisms by which California has expanded the definition of \"sensitive personal information\" to actively encompass \"abstract digital\" formats and algorithmic neural outputs.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ICO23": { "id": "ETHICS_ICO23", "title": "Tech Futures: Neurotechnology", "authors": [ "Information Commissioner's Office" ], "year": "2023", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "policy", "what_it_brings": "Analyzes the immediate technical trajectories and privacy implications of consumer neurotechnology from the perspective of a major national data protection authority, forecasting severe regulatory clashes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 100, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ICO23", "title": "Tech Futures: Neurotechnology", "authors": "Information Commissioner's Office", "year": "2023", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12741111/", "category": "technical-report", "what_it_brings": "Analyzes the immediate technical trajectories and privacy implications of consumer neurotechnology from the perspective of a major national data protection authority, forecasting severe regulatory clashes.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_IENCA21": { "id": "ETHICS_IENCA21", "title": "On Neurorights", "authors": [ "Ienca", "M." ], "year": "2021", "source_url": "https://doi.org/10.3389/fnhum.2021.701258", "source_url_raw": "https://doi.org/10.3389/fnhum.2021.701258", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "The foundational bioethics text establishing the absolute necessity for a distinct category of universal human rights dedicated specifically to preserving mental privacy and cognitive liberty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_IENCA21", "title": "On Neurorights", "authors": "Ienca, M.", "year": "2021", "source_url": "https://doi.org/10.3389/fnhum.2021.701258", "category": "research-paper", "what_it_brings": "The foundational bioethics text establishing the absolute necessity for a distinct category of universal human rights dedicated specifically to preserving mental privacy and cognitive liberty.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_INDIA23": { "id": "ETHICS_INDIA23", "title": "Minding the gap: Advocating for an Indian legislative response to neurotechnology", "authors": [ "Garg", "I.", "Lagisetti", "A." ], "year": "2023-09", "source_url": "https://nliulawreview.nliu.ac.in/", "source_url_raw": "https://nliulawreview.nliu.ac.in/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Expands the neuroethical legislative requirement entirely beyond Western jurisdictions, highlighting an emerging global consensus regarding the profound vulnerability of unregulated cognitive data.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 94, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_INDIA23", "title": "Minding the gap: Advocating for an Indian legislative response to neurotechnology", "authors": "Garg, I., Lagisetti, A.", "year": "2023-09", "source_url": "https://nliulawreview.nliu.ac.in/", "category": "policy", "what_it_brings": "Expands the neuroethical legislative requirement entirely beyond Western jurisdictions, highlighting an emerging global consensus regarding the profound vulnerability of unregulated cognitive data.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_INSERM25": { "id": "ETHICS_INSERM25", "title": "Journee Neurotechnologie Feinholz", "authors": [ "Inserm CEI" ], "year": "2025", "source_url": "https://www.inserm.fr/wp-content/uploads/2026/01/", "source_url_raw": "https://www.inserm.fr/wp-content/uploads/2026/01/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Outlines the nine core ethical principles adopted globally, specifically emphasizing the absolute necessity of maintaining human autonomy, freedom of thought, and epistemic justice against corporate algorithmic manipulation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 127, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_INSERM25", "title": "Journee Neurotechnologie Feinholz", "authors": "Inserm CEI", "year": "2025", "source_url": "https://www.inserm.fr/wp-content/uploads/2026/01/", "category": "governance-document", "what_it_brings": "Outlines the nine core ethical principles adopted globally, specifically emphasizing the absolute necessity of maintaining human autonomy, freedom of thought, and epistemic justice against corporate algorithmic manipulation.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_JARVINEN16": { "id": "ETHICS_JARVINEN16", "title": "Information-seeking behaviors in digital media", "authors": [ "Järvinen & Taiminen" ], "year": "2016", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_raw": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Historically documents the exact methodologies corporations developed to track, quantify, and manipulate user attention, the direct precursor to modern neural engagement and emotion tracking.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 115, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_JARVINEN16", "title": "Information-seeking behaviors in digital media", "authors": "Järvinen & Taiminen", "year": "2016", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "category": "research-paper", "what_it_brings": "Historically documents the exact methodologies corporations developed to track, quantify, and manipulate user attention, the direct precursor to modern neural engagement and emotion tracking.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_LEGISCAN24": { "id": "ETHICS_LEGISCAN24", "title": "California SB 1223 full text", "authors": [ "Legiscan" ], "year": "2024-09", "source_url": "https://legiscan.com/CA/text/SB1223/id/3023101", "source_url_raw": "https://legiscan.com/CA/text/SB1223/id/3023101", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "The raw legislative text confirming that businesses cannot compel consumers to surrender raw neural metrics without explicit, highly verifiable, and highly revokable mechanisms of prior consent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 107, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_LEGISCAN24", "title": "California SB 1223 full text", "authors": "Legiscan", "year": "2024-09", "source_url": "https://legiscan.com/CA/text/SB1223/id/3023101", "category": "legal-framework", "what_it_brings": "The raw legislative text confirming that businesses cannot compel consumers to surrender raw neural metrics without explicit, highly verifiable, and highly revokable mechanisms of prior consent.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_MACLAREN14": { "id": "ETHICS_MACLAREN14", "title": "The power of touch and embodiment", "authors": [ "Maclaren" ], "year": "2014", "source_url": "https://www.researchgate.net/publication/393580062", "source_url_raw": "https://www.researchgate.net/publication/393580062", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Explores the fundamental human necessity for physical embodiment and tactile safety, contrasting sharply with the disembodied logic of purely synthetic neural architectures proposed by massive technology vendors.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 119, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_MACLAREN14", "title": "The power of touch and embodiment", "authors": "Maclaren", "year": "2014", "source_url": "https://www.researchgate.net/publication/393580062", "category": "research-paper", "what_it_brings": "Explores the fundamental human necessity for physical embodiment and tactile safety, contrasting sharply with the disembodied logic of purely synthetic neural architectures proposed by massive technology vendors.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_MIND25": { "id": "ETHICS_MIND25", "title": "The MIND Act and the Coming Debate Over Neurotechnology", "authors": [ "CSIS" ], "year": "2025", "source_url": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "source_url_raw": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Highlights the glaring failure of HIPAA to cover modern consumer BCIs, emphasizing that non-medical cognitive data extraction operates in a lawless void requiring immediate, expansive federal oversight.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 86, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_MIND25", "title": "The MIND Act and the Coming Debate Over Neurotechnology", "authors": "CSIS", "year": "2025", "source_url": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "category": "policy", "what_it_brings": "Highlights the glaring failure of HIPAA to cover modern consumer BCIs, emphasizing that non-medical cognitive data extraction operates in a lawless void requiring immediate, expansive federal oversight.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_OECD19": { "id": "ETHICS_OECD19", "title": "Recommendation on Responsible Innovation in Neurotechnology", "authors": [ "OECD" ], "year": "2019", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_raw": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Provides early, foundational guidelines for balancing rapid commercial innovation in the neurotech sector with necessary ethical oversight and public safety mechanisms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_OECD19", "title": "Recommendation on Responsible Innovation in Neurotechnology", "authors": "OECD", "year": "2019", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "category": "governance-document", "what_it_brings": "Provides early, foundational guidelines for balancing rapid commercial innovation in the neurotech sector with necessary ethical oversight and public safety mechanisms.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ONMA24": { "id": "ETHICS_ONMA24", "title": "Digital Twin Technology and Predictive Analytics", "authors": [ "Onma Enyejo", "J., et al." ], "year": "2024", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_raw": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Applies advanced predictive analytics to twin technologies, demonstrating how AI can perfectly forecast the failure states and behavioral shifts of highly complex, dynamic systems, including human psychology.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 117, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ONMA24", "title": "Digital Twin Technology and Predictive Analytics", "authors": "Onma Enyejo, J., et al.", "year": "2024", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "category": "research-paper", "what_it_brings": "Applies advanced predictive analytics to twin technologies, demonstrating how AI can perfectly forecast the failure states and behavioral shifts of highly complex, dynamic systems, including human psychology.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_OSCE25": { "id": "ETHICS_OSCE25", "title": "Freedom of Thought in the Age of Artificial Intelligence", "authors": [ "OSCE" ], "year": "2025", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_raw": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Examines the profound philosophical and legal erosion of inner mental sanctuary caused by AI-driven predictive modeling, reaffirming the absolute right to unmonitored cognitive processes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 109, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_OSCE25", "title": "Freedom of Thought in the Age of Artificial Intelligence", "authors": "OSCE", "year": "2025", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "category": "governance-document", "what_it_brings": "Examines the profound philosophical and legal erosion of inner mental sanctuary caused by AI-driven predictive modeling, reaffirming the absolute right to unmonitored cognitive processes.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_PANKSEPP98": { "id": "ETHICS_PANKSEPP98", "title": "CARE system in mammalian structures", "authors": [ "Panksepp", "J." ], "year": "1998", "source_url": "https://www.researchgate.net/publication/393580062", "source_url_raw": "https://www.researchgate.net/publication/393580062", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Maps the deep evolutionary biology of mammalian emotional regulation, proving that synthetic AI entities currently lack the intrinsic thermodynamic architectures required to genuinely replicate human empathy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 120, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_PANKSEPP98", "title": "CARE system in mammalian structures", "authors": "Panksepp, J.", "year": "1998", "source_url": "https://www.researchgate.net/publication/393580062", "category": "research-paper", "what_it_brings": "Maps the deep evolutionary biology of mammalian emotional regulation, proving that synthetic AI entities currently lack the intrinsic thermodynamic architectures required to genuinely replicate human empathy.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_PERANZO23": { "id": "ETHICS_PERANZO23", "title": "AI applications in finance and fraud detection", "authors": [ "Peranzo" ], "year": "2023", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_raw": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Demonstrates the extraordinary speed and efficiency of corporate AI logic, establishing that unaugmented humans will soon be completely unable to economically compete without cognitive BCI assistance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 113, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_PERANZO23", "title": "AI applications in finance and fraud detection", "authors": "Peranzo", "year": "2023", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "category": "case-study", "what_it_brings": "Demonstrates the extraordinary speed and efficiency of corporate AI logic, establishing that unaugmented humans will soon be completely unable to economically compete without cognitive BCI assistance.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_PETERS24": { "id": "ETHICS_PETERS24", "title": "Cultural Bias in Explainable AI Research", "authors": [ "Peters", "U.", "Carman", "M." ], "year": "2024", "source_url": "https://www.researchgate.net/publication/395881520", "source_url_raw": "https://www.researchgate.net/publication/395881520", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Highlights the severe, systemic biases embedded deeply within purportedly neutral AI models, confirming the necessity of allowing sovereign individuals to fork, edit, and locally define their own AI constitutions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 118, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_PETERS24", "title": "Cultural Bias in Explainable AI Research", "authors": "Peters, U., Carman, M.", "year": "2024", "source_url": "https://www.researchgate.net/publication/395881520", "category": "critique", "what_it_brings": "Highlights the severe, systemic biases embedded deeply within purportedly neutral AI models, confirming the necessity of allowing sovereign individuals to fork, edit, and locally define their own AI constitutions.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_PRYOR24": { "id": "ETHICS_PRYOR24", "title": "Upcoming California Consumer Privacy Act Amendments", "authors": [ "Pryor Cashman LLP" ], "year": "2024-12", "source_url": "https://www.pryorcashman.com/publications/", "source_url_raw": "https://www.pryorcashman.com/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Delivers expert legal analysis regarding how the inclusion of neural data within the CCPA fundamentally alters corporate compliance obligations for tech giants deploying VR, AR, and biometric gaming headsets.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 105, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_PRYOR24", "title": "Upcoming California Consumer Privacy Act Amendments", "authors": "Pryor Cashman LLP", "year": "2024-12", "source_url": "https://www.pryorcashman.com/publications/", "category": "legal-framework", "what_it_brings": "Delivers expert legal analysis regarding how the inclusion of neural data within the CCPA fundamentally alters corporate compliance obligations for tech giants deploying VR, AR, and biometric gaming headsets.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_RIAZI24": { "id": "ETHICS_RIAZI24", "title": "Implementation of AI technology and AI literacy", "authors": [ "Riazi" ], "year": "2024", "source_url": "https://www.researchgate.net/publication/393580062", "source_url_raw": "https://www.researchgate.net/publication/393580062", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Argues that surviving the widespread deployment of advanced AI requires mass baseline AI literacy, validating Leviathan’s approach of making algorithmic governance transparent, editable, and locally comprehensible to end-users.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 122, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_RIAZI24", "title": "Implementation of AI technology and AI literacy", "authors": "Riazi", "year": "2024", "source_url": "https://www.researchgate.net/publication/393580062", "category": "policy", "what_it_brings": "Argues that surviving the widespread deployment of advanced AI requires mass baseline AI literacy, validating Leviathan’s approach of making algorithmic governance transparent, editable, and locally comprehensible to end-users.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_RUANE15": { "id": "ETHICS_RUANE15", "title": "AI-based digital twins", "authors": [ "Ruane & Wallace" ], "year": "2015", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_raw": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Charts the early conceptual frameworks for generating perfect digital replicas of highly complex systems, laying the essential groundwork for Meta's modern cognitive brain emulation models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 116, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_RUANE15", "title": "AI-based digital twins", "authors": "Ruane & Wallace", "year": "2015", "source_url": "https://bookchapter.org/kitaplar/ArtificiaL_.pdf", "category": "research-paper", "what_it_brings": "Charts the early conceptual frameworks for generating perfect digital replicas of highly complex systems, laying the essential groundwork for Meta's modern cognitive brain emulation models.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_RUIZ24": { "id": "ETHICS_RUIZ24", "title": "Neurorights in the Constitution: from neurotechnology to ethics and politics", "authors": [ "Ruiz", "S., et al." ], "year": "2024-12", "source_url": "https://doi.org/10.1098/rstb.2023.0098", "source_url_raw": "https://doi.org/10.1098/rstb.2023.0098", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "policy", "what_it_brings": "Extrapolates from the successful Chilean experiment to propose universally applicable, modular models for anchoring cognitive sovereignty directly into the foundational laws of nation-states.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 91, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_RUIZ24", "title": "Neurorights in the Constitution: from neurotechnology to ethics and politics", "authors": "Ruiz, S., et al.", "year": "2024-12", "source_url": "https://doi.org/10.1098/rstb.2023.0098", "category": "research-paper", "what_it_brings": "Extrapolates from the successful Chilean experiment to propose universally applicable, modular models for anchoring cognitive sovereignty directly into the foundational laws of nation-states.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_SCHNEIER96": { "id": "ETHICS_SCHNEIER96", "title": "Factoring numbers security predictions", "authors": [ "Schneier", "B." ], "year": "1996", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_raw": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "A foundational cryptographic text mapping the geometric escalation of computing power, providing historical validation for the design of endlessly upgradeable, sovereign encryption models to protect brain-write data.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 125, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_SCHNEIER96", "title": "Factoring numbers security predictions", "authors": "Schneier, B.", "year": "1996", "source_url": "https://digitalcommons.liberty.edu/cgi/viewcontent.cgi?article=9394", "category": "research-paper", "what_it_brings": "A foundational cryptographic text mapping the geometric escalation of computing power, providing historical validation for the design of endlessly upgradeable, sovereign encryption models to protect brain-write data.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_SEAL25": { "id": "ETHICS_SEAL25", "title": "Seal of Trust for Neurotechnologies", "authors": [ "Brain Council EU" ], "year": "2025", "source_url": "https://www.braincouncil.eu/event-highlights-a-european-strategy-for-neurotechnology/", "source_url_raw": "https://www.braincouncil.eu/event-highlights-a-european-strategy-for-neurotechnology/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Introduces a practical, verifiable auditing mechanism allowing neurotech organizations to actively demonstrate their alignment with stringent ethical charter principles, promoting transparent corporate behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 98, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_SEAL25", "title": "Seal of Trust for Neurotechnologies", "authors": "Brain Council EU", "year": "2025", "source_url": "https://www.braincouncil.eu/event-highlights-a-european-strategy-for-neurotechnology/", "category": "governance-document", "what_it_brings": "Introduces a practical, verifiable auditing mechanism allowing neurotech organizations to actively demonstrate their alignment with stringent ethical charter principles, promoting transparent corporate behavior.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_SIMULATE23": { "id": "ETHICS_SIMULATE23", "title": "Accurate simulations of unique individual brains", "authors": [ "Xiong, et al." ], "year": "2023", "source_url": "https://plato.stanford.edu/entries/neuroethics/", "source_url_raw": "https://plato.stanford.edu/entries/neuroethics/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Evaluates the rapidly emerging viability of generating absolute predictive models of individual human cognition, confirming that individual identity can now be mathematically replicated and simulated.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 97, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_SIMULATE23", "title": "Accurate simulations of unique individual brains", "authors": "Xiong, et al.", "year": "2023", "source_url": "https://plato.stanford.edu/entries/neuroethics/", "category": "research-paper", "what_it_brings": "Evaluates the rapidly emerging viability of generating absolute predictive models of individual human cognition, confirming that individual identity can now be mathematically replicated and simulated.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_SPARKE22": { "id": "ETHICS_SPARKE22", "title": "Competing responses to global inequalities", "authors": [ "Sparke", "M.", "Levy", "O." ], "year": "2022", "source_url": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "source_url_raw": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Contextualizes the distribution of advanced medical neurotechnologies within the broader landscape of extreme global health inequities, cautioning against a future dominated by cognitively enhanced elites.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 102, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_SPARKE22", "title": "Competing responses to global inequalities", "authors": "Sparke, M., Levy, O.", "year": "2022", "source_url": "https://ijme.in/wp-content/uploads/2025/04/The-UNESCO_89.pdf", "category": "research-paper", "what_it_brings": "Contextualizes the distribution of advanced medical neurotechnologies within the broader landscape of extreme global health inequities, cautioning against a future dominated by cognitively enhanced elites.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_THOUGHTS26": { "id": "ETHICS_THOUGHTS26", "title": "Who Owns Digital Thoughts? The Limits of Property Law", "authors": [ "Stanford Law Review" ], "year": "2026-03", "source_url": "https://law.stanford.edu/2026/03/30/", "source_url_raw": "https://law.stanford.edu/2026/03/30/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "policy", "what_it_brings": "Concludes that treating neural data merely as an economic asset or standard property fails utterly to protect human dignity, demanding robust procedural contestability mechanisms for cognitive data.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 93, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_THOUGHTS26", "title": "Who Owns Digital Thoughts? The Limits of Property Law", "authors": "Stanford Law Review", "year": "2026-03", "source_url": "https://law.stanford.edu/2026/03/30/", "category": "critique", "what_it_brings": "Concludes that treating neural data merely as an economic asset or standard property fails utterly to protect human dignity, demanding robust procedural contestability mechanisms for cognitive data.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_TOWARDS17": { "id": "ETHICS_TOWARDS17", "title": "Towards new human rights in the age of neuroscience and neurotechnology", "authors": [ "Ienca", "M.", "Andorno", "R." ], "year": "2017", "source_url": "https://law.stanford.edu/2026/03/30/", "source_url_raw": "https://law.stanford.edu/2026/03/30/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Historically grounds the movement to translate broad, vague human rights charters into highly specific, actionable legal protections against automated algorithmic neural inference and manipulation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 81, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_TOWARDS17", "title": "Towards new human rights in the age of neuroscience and neurotechnology", "authors": "Ienca, M., Andorno, R.", "year": "2017", "source_url": "https://law.stanford.edu/2026/03/30/", "category": "research-paper", "what_it_brings": "Historically grounds the movement to translate broad, vague human rights charters into highly specific, actionable legal protections against automated algorithmic neural inference and manipulation.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_UN586": { "id": "ETHICS_UN586", "title": "Resolution 58/6 on neurotechnology and human rights", "authors": [ "UN Human Rights Council" ], "year": "2025", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_raw": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Represents the highest international diplomatic acknowledgment of the severe, civilization-scale human rights risks posed by the unchecked convergence of artificial intelligence and neurotechnology.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 88, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_UN586", "title": "Resolution 58/6 on neurotechnology and human rights", "authors": "UN Human Rights Council", "year": "2025", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "category": "governance-document", "what_it_brings": "Represents the highest international diplomatic acknowledgment of the severe, civilization-scale human rights risks posed by the unchecked convergence of artificial intelligence and neurotechnology.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_UNADV24": { "id": "ETHICS_UNADV24", "title": "Impact, opportunities and challenges of neurotechnology", "authors": [ "UN Human Rights Council Advisory Committee" ], "year": "2024", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_raw": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Provides a comprehensive, legally binding international assessment of the immediate threats posed by neurotechnology to the promotion and protection of universal human rights and intrinsic biological dignity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 128, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_UNADV24", "title": "Impact, opportunities and challenges of neurotechnology", "authors": "UN Human Rights Council Advisory Committee", "year": "2024", "source_url": "https://www.coe.int/en/web/human-rights-and-biomedicine/", "category": "governance-document", "what_it_brings": "Provides a comprehensive, legally binding international assessment of the immediate threats posed by neurotechnology to the promotion and protection of universal human rights and intrinsic biological dignity.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_UNESCO25": { "id": "ETHICS_UNESCO25", "title": "Recommendation on the Ethics of Neurotechnology", "authors": [ "UNESCO" ], "year": "2025-11", "source_url": "https://www.unesco.org/en/legal-affairs/recommendation-ethics-neurotechnology", "source_url_raw": "https://www.unesco.org/en/legal-affairs/recommendation-ethics-neurotechnology", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "The first comprehensive global normative framework establishing international safeguards for human agency, demanding strict boundaries to prevent the unfettered commercial exploitation of the human mind.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_UNESCO25", "title": "Recommendation on the Ethics of Neurotechnology", "authors": "UNESCO", "year": "2025-11", "source_url": "https://www.unesco.org/en/legal-affairs/recommendation-ethics-neurotechnology", "category": "governance-document", "what_it_brings": "The first comprehensive global normative framework establishing international safeguards for human agency, demanding strict boundaries to prevent the unfettered commercial exploitation of the human mind.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_WANG24": { "id": "ETHICS_WANG24", "title": "Global AI governance frameworks and existential risks", "authors": [ "Wang, et al." ], "year": "2024", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_raw": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Argues forcefully for the establishment of centralized global frameworks to tackle existential risks, presenting the exact Locke/Hobbes paradigm that Leviathan's decentralized architecture attempts to circumvent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 111, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_WANG24", "title": "Global AI governance frameworks and existential risks", "authors": "Wang, et al.", "year": "2024", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "category": "policy", "what_it_brings": "Argues forcefully for the establishment of centralized global frameworks to tackle existential risks, presenting the exact Locke/Hobbes paradigm that Leviathan's decentralized architecture attempts to circumvent.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_YUE20": { "id": "ETHICS_YUE20", "title": "Neuropeptides and machine emulation of care", "authors": [ "Yue, et al." ], "year": "2020", "source_url": "https://www.researchgate.net/publication/393580062", "source_url_raw": "https://www.researchgate.net/publication/393580062", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Investigates the neurochemical basis of soothing effects and self-other distinctions, establishing biological parameters that future AI-driven robotic caretakers must artificially approximate to function safely in human society.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 121, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_YUE20", "title": "Neuropeptides and machine emulation of care", "authors": "Yue, et al.", "year": "2020", "source_url": "https://www.researchgate.net/publication/393580062", "category": "research-paper", "what_it_brings": "Investigates the neurochemical basis of soothing effects and self-other distinctions, establishing biological parameters that future AI-driven robotic caretakers must artificially approximate to function safely in human society.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_YUSTE23": { "id": "ETHICS_YUSTE23", "title": "Push for new human rights and legislation", "authors": [ "Yuste", "R. / Neurorights Foundation" ], "year": "2023", "source_url": "https://www.jmir.org/2025/1/e72270/", "source_url_raw": "https://www.jmir.org/2025/1/e72270/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "policy", "what_it_brings": "Documents the aggressive, highly coordinated lobbying efforts by leading neurobiologists to enshrine strict cognitive protections into international law before corporate mass-adoption reaches a tipping point.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 108, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_YUSTE23", "title": "Push for new human rights and legislation", "authors": "Yuste, R. / Neurorights Foundation", "year": "2023", "source_url": "https://www.jmir.org/2025/1/e72270/", "category": "critique", "what_it_brings": "Documents the aggressive, highly coordinated lobbying efforts by leading neurobiologists to enshrine strict cognitive protections into international law before corporate mass-adoption reaches a tipping point.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHICS_ZEST23": { "id": "ETHICS_ZEST23", "title": "Leveraging AI to improve credit risk evaluation", "authors": [ "ZestFinance" ], "year": "2023", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_raw": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Reveals how pervasive algorithmic evaluation has become in determining fundamental socio-economic outcomes, previewing the dystopia of utilizing neural data scores for resource allocation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 114, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHICS_ZEST23", "title": "Leveraging AI to improve credit risk evaluation", "authors": "ZestFinance", "year": "2023", "source_url": "https://ag.gov.np/storage/postFile/International%20Conference_1741683502.pdf", "category": "case-study", "what_it_brings": "Reveals how pervasive algorithmic evaluation has become in determining fundamental socio-economic outcomes, previewing the dystopia of utilizing neural data scores for resource allocation.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "ETHPUB14": { "id": "ETHPUB14", "title": "Ethereum: Now Going Public", "authors": [ "Vitalik Buterin" ], "year": "2014", "source_url": "https://blog.ethereum.org/2014/01/23/ethereum-now-going-public", "source_url_raw": "urlhttps://blog.ethereum.org/2014/01/23/ethereum-now-going-publichttps://blog.ethereum.org/2014/01/23/ethereum-now-going-public", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Public launch text that makes legitimacy and open stewardship explicit before the network exists.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHPUB14", "title": "Ethereum: Now Going Public", "authors": "Vitalik Buterin", "year": "2014", "source_url": "urlhttps://blog.ethereum.org/2014/01/23/ethereum-now-going-publichttps://blog.ethereum.org/2014/01/23/ethereum-now-going-public", "category": "governance-document", "what_it_brings": "Public launch text that makes legitimacy and open stewardship explicit before the network exists.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "ETHWP13": { "id": "ETHWP13", "title": "Ethereum Whitepaper", "authors": [ "Vitalik Buterin" ], "year": "2013", "source_url": "https://ethereum.org/whitepaper/", "source_url_raw": "urlhttps://ethereum.org/whitepaper/https://ethereum.org/whitepaper/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Foundational framing of Ethereum as a programmable coordination layer; Leviathan inherits the protocol-as-constitution lens.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ETHWP13", "title": "Ethereum Whitepaper", "authors": "Vitalik Buterin", "year": "2013", "source_url": "urlhttps://ethereum.org/whitepaper/https://ethereum.org/whitepaper/", "category": "technical-report", "what_it_brings": "Foundational framing of Ethereum as a programmable coordination layer; Leviathan inherits the protocol-as-constitution lens.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "EUACT24": { "id": "EUACT24", "title": "Regulation (EU) 2024/1689 — Artificial Intelligence Act", "authors": [ "European Parliament & Council" ], "year": "2024", "source_url": "https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng", "source_url_raw": "https://eur-lex.europa.eu/eli/reg/2024/1689/oj/eng", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "real-world-precedent", "what_it_brings": "The world's first comprehensive horizontal AI law and the canonical Lockean precedent. 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source identity and availability are not established.", "category": "legal-framework", "lineage_type": "critique", "what_it_brings": "Documents staggered enforcement (Feb 2025 prohibitions, Aug 2025 GPAI, Aug 2026 high-risk, Aug 2027 legacy GPAI) — evidence of regulatory lag relative to model release cadence.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EUACT_TIMELINE24", "title": "EU AI Act enforcement timeline (Art. 113 phased application 2025–2027)", "authors": "White & Case LLP", "year": "2024", "source_url": "https://www.whitecase.com/insight-alert/long-awaited-eu-ai-act-becomes-law-after-publication-eus-official-journal", "category": "legal-framework", "what_it_brings": "Documents staggered enforcement (Feb 2025 prohibitions, Aug 2025 GPAI, Aug 2026 high-risk, Aug 2027 legacy GPAI) — evidence of regulatory lag relative to model release cadence.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "EUBLUEPRINT25": { "id": "EUBLUEPRINT25", "title": "EU Economic Blueprint", "authors": [ "OpenAI" ], "year": "2025-04", "source_url": "https://cdn.openai.com/global-affairs/2dbdb523-1a9f-4552-971d-e0948ae2abca/openai-eu-economic-blueprint-apr-2025.pdf", "source_url_raw": "https://cdn.openai.com/global-affairs/2dbdb523-1a9f-4552-971d-e0948ae2abca/openai-eu-economic-blueprint-apr-2025.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Shows how OpenAI frames AI governance through growth, adoption, and competitiveness lenses.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 123, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EUBLUEPRINT25", "title": "EU Economic Blueprint", "authors": "OpenAI", "year": "2025-04", "source_url": "https://cdn.openai.com/global-affairs/2dbdb523-1a9f-4552-971d-e0948ae2abca/openai-eu-economic-blueprint-apr-2025.pdf [PDF]", "category": "policy", "what_it_brings": "Shows how OpenAI frames AI governance through growth, adoption, and competitiveness lenses.", "lineage_type": "policy" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "EUCODE25": { "id": "EUCODE25", "title": "The EU Code of Practice and future of AI in Europe", "authors": [ "OpenAI" ], "year": "2025-07", "source_url": "https://openai.com/global-affairs/eu-code-of-practice/", "source_url_raw": "https://openai.com/global-affairs/eu-code-of-practice/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Highlights OpenAI’s accommodation to emerging European AI governance mechanisms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 124, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EUCODE25", "title": "The EU Code of Practice and future of AI in Europe", "authors": "OpenAI", "year": "2025-07", "source_url": "https://openai.com/global-affairs/eu-code-of-practice/", "category": "policy", "what_it_brings": "Highlights OpenAI’s accommodation to emerging European AI governance mechanisms.", "lineage_type": "policy" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "EU_AIOFFICE24": { "id": "EU_AIOFFICE24", "title": "The European AI Office", "authors": [ "European Commission" ], "year": "2024", "source_url": "https://digital-strategy.ec.europa.eu/en/policies/ai-office", "source_url_raw": "https://digital-strategy.ec.europa.eu/en/policies/ai-office", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Mandate of the EU's central AI Act enforcer — the institutional embodiment of the Lockean approach in Europe.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EU_AIOFFICE24", "title": "The European AI Office", "authors": "European Commission", "year": "2024", "source_url": "https://digital-strategy.ec.europa.eu/en/policies/ai-office", "category": "governance-document", "what_it_brings": "Mandate of the EU's central AI Act enforcer — the institutional embodiment of the Lockean approach in Europe.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "EVALAISYS23": { "id": "EVALAISYS23", "title": "Challenges in evaluating AI systems", "authors": [ "Anthropic" ], "year": "2023", "source_url": "https://www.anthropic.com/research/evaluating-ai-systems", "source_url_raw": "https://www.anthropic.com/research/evaluating-ai-systems", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Surveys methodological challenges of evaluating frontier AI systems.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EVALAISYS23", "title": "Challenges in evaluating AI systems", "authors": "Anthropic", "year": "2023", "source_url": "https://www.anthropic.com/research/evaluating-ai-systems", "category": "blog-post", "what_it_brings": "Surveys methodological challenges of evaluating frontier AI systems.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "EVALAWARE25": { "id": "EVALAWARE25", "title": "Large Language Models Often Know When They Are Being Evaluated", "authors": [ "J. Needham, et al." ], "year": "2025", "source_url": "https://arxiv.org/abs/2505.23836", "source_url_raw": "urlarxiv.org/abs/2505.23836https://arxiv.org/abs/2505.23836", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Provides empirical support for eval awareness in newer models. This is one of the strongest recent validations of “test vs. deployment” skeptic concerns.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 109, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EVALAWARE25", "title": "Large Language Models Often Know When They Are Being Evaluated", "authors": "J. Needham, et al.", "year": "2025", "source_url": "urlarxiv.org/abs/2505.23836https://arxiv.org/abs/2505.23836", "category": "case-study", "what_it_brings": "Provides empirical support for eval awareness in newer models. This is one of the strongest recent validations of “test vs. deployment” skeptic concerns.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "EVALMITIGATEDISC23": { "id": "EVALMITIGATEDISC23", "title": "Evaluating and Mitigating Discrimination in Language Model Decisions", "authors": [ "Tamkin", "Askell", "Lovitt, et al." ], "year": "2023", "source_url": "https://arxiv.org/abs/2312.03689", "source_url_raw": "https://arxiv.org/abs/2312.03689", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Evaluates demographic discrimination in LM decisions and provides prompt-based mitigations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 44, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EVALMITIGATEDISC23", "title": "Evaluating and Mitigating Discrimination in Language Model Decisions", "authors": "Tamkin, Askell, Lovitt, et al.", "year": "2023", "source_url": "https://arxiv.org/abs/2312.03689", "category": "research-paper", "what_it_brings": "Evaluates demographic discrimination in LM decisions and provides prompt-based mitigations.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "EVALS_LIMITS24": { "id": "EVALS_LIMITS24", "title": "What AI evaluations for preventing catastrophic risks can and cannot do", "authors": [ "Peter Barnett", "Lisa Thiergart" ], "year": "2024", "source_url": "https://arxiv.org/abs/2412.08653", "source_url_raw": "urlarxiv.org/abs/2412.08653https://arxiv.org/abs/2412.08653", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Important skeptic caveat on evals. Useful for admitting that constitutional federations still need stronger guarantees than benchmarked behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 46, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EVALS_LIMITS24", "title": "What AI evaluations for preventing catastrophic risks can and cannot do", "authors": "Peter Barnett, Lisa Thiergart", "year": "2024", "source_url": "urlarxiv.org/abs/2412.08653https://arxiv.org/abs/2412.08653", "category": "research-paper", "what_it_brings": "Important skeptic caveat on evals. Useful for admitting that constitutional federations still need stronger guarantees than benchmarked behavior.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "EXCITED22": { "id": "EXCITED22", "title": "What in the Ethereum application ecosystem excites me", "authors": [ "Vitalik Buterin" ], "year": "2022", "source_url": "https://vitalik.eth.limo/general/2022/12/05/excited.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2022/12/05/excited.htmlhttps://vitalik.eth.limo/general/2022/12/05/excited.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Shows Vitalik privileging identity, governance, and public goods use cases over purely financial ones.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 65, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EXCITED22", "title": "What in the Ethereum application ecosystem excites me", "authors": "Vitalik Buterin", "year": "2022", "source_url": "urlhttps://vitalik.eth.limo/general/2022/12/05/excited.htmlhttps://vitalik.eth.limo/general/2022/12/05/excited.html", "category": "blog-post", "what_it_brings": "Shows Vitalik privileging identity, governance, and public goods use cases over purely financial ones.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "EXISTENTIAL_SAFE_25": { "id": "EXISTENTIAL_SAFE_25", "title": "Imitation Learning is Probably Existentially Safe", "authors": [ "Google DeepMind" ], "year": "2025-11", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "alignment-research", "what_it_brings": "Argues that pure imitation learning avoids the deceptive alignment risks inherent in RL. This provides mathematical justification for constraining early-stage Leviathan agents to strict imitation protocols within their constitutional bounds.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 53, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "EXISTENTIAL_SAFE_25", "title": "Imitation Learning is Probably Existentially Safe", "authors": "Google DeepMind", "year": "2025-11", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "alignment-research", "what_it_brings": "Argues that pure imitation learning avoids the deceptive alignment risks inherent in RL. This provides mathematical justification for constraining early-stage Leviathan agents to strict imitation protocols within their constitutional bounds." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "EXPALIGNFAKE25": { "id": "EXPALIGNFAKE25", "title": "Replication and Extension of an Alignment Faking Model Organism", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/replicate-alignment-faking/", "source_url_raw": "https://alignment.anthropic.com/2025/replicate-alignment-faking/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Replicates and extends the alignment-faking demonstration.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 145, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EXPALIGNFAKE25", "title": "Replication and Extension of an Alignment Faking Model Organism", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/replicate-alignment-faking/", "category": "alignment-research", "what_it_brings": "Replicates and extends the alignment-faking demonstration.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "EXPLAIN_BEHAVIOR22": { "id": "EXPLAIN_BEHAVIOR22", "title": "Can we efficiently explain model behaviors?", "authors": [ "Paul Christiano" ], "year": "2022-12", "source_url": "https://www.alignment.org/blog/can-we-efficiently-explain-model-behaviors/", "source_url_raw": "urlalignment.org/.../can-we-efficiently-explain-model-behaviorshttps://www.alignment.org/blog/can-we-efficiently-explain-model-behaviors/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "critique", "what_it_brings": "Makes explicit that explanation search could itself be intractable. Good citation when arguing that human-readable constitutions do not imply human-readable cognition.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EXPLAIN_BEHAVIOR22", "title": "Can we efficiently explain model behaviors?", "authors": "Paul Christiano", "year": "2022-12", "source_url": "urlalignment.org/.../can-we-efficiently-explain-model-behaviorshttps://www.alignment.org/blog/can-we-efficiently-explain-model-behaviors/", "category": "interpretability", "what_it_brings": "Makes explicit that explanation search could itself be intractable. Good citation when arguing that human-readable constitutions do not imply human-readable cognition.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "EXT_REDTEAM25": { "id": "EXT_REDTEAM25", "title": "OpenAI’s Approach to External Red Teaming for AI Models and Systems", "authors": [ "Lama Ahmad", "Sandhini Agarwal", "Michael Lampe", "Pamela Mishkin" ], "year": "2025", "source_url": "https://arxiv.org/abs/2503.16431", "source_url_raw": "https://arxiv.org/abs/2503.16431", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Gives a formal account of outside scrutiny as part of frontier deployment governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "EXT_REDTEAM25", "title": "OpenAI’s Approach to External Red Teaming for AI Models and Systems", "authors": "Lama Ahmad, Sandhini Agarwal, Michael Lampe, Pamela Mishkin", "year": "2025", "source_url": "https://arxiv.org/abs/2503.16431", "category": "technical-report", "what_it_brings": "Gives a formal account of outside scrutiny as part of frontier deployment governance.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "FAITHFULNESSTOY25": { "id": "FAITHFULNESSTOY25", "title": "A Toy Model of Mechanistic (Un)Faithfulness", "authors": [ "Anthropic Interpretability Team" ], "year": "2025", "source_url": "https://transformer-circuits.pub/2025/faithfulness-toy-model/index.html", "source_url_raw": "https://transformer-circuits.pub/2025/faithfulness-toy-model/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "critique", "what_it_brings": "When transcoders go awry: studying faithfulness failures.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FAITHFULNESSTOY25", "title": "A Toy Model of Mechanistic (Un)Faithfulness", "authors": "Anthropic Interpretability Team", "year": "2025", "source_url": "https://transformer-circuits.pub/2025/faithfulness-toy-model/index.html", "category": "interpretability", "what_it_brings": "When transcoders go awry: studying faithfulness failures.", "lineage_type": "critique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FAQ18": { "id": "FAQ18", "title": "Paul’s research agenda FAQ", "authors": [ "Zvi Mowshowitz" ], "year": "2018-06", "source_url": "https://www.alignmentforum.org/posts/Djs38EWYZG8o7JMWY/paul-s-research-agenda-faq", "source_url_raw": "urlalignmentforum.org/.../paul-s-research-agenda-faqhttps://www.alignmentforum.org/posts/Djs38EWYZG8o7JMWY/paul-s-research-agenda-faq", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Best concise explainer of Christiano’s alignment agenda. Useful for locating later ARC work inside a larger worst-case oversight framework.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FAQ18", "title": "Paul’s research agenda FAQ", "authors": "Zvi Mowshowitz", "year": "2018-06", "source_url": "urlalignmentforum.org/.../paul-s-research-agenda-faqhttps://www.alignmentforum.org/posts/Djs38EWYZG8o7JMWY/paul-s-research-agenda-faq", "category": "blog-post", "what_it_brings": "Best concise explainer of Christiano’s alignment agenda. Useful for locating later ARC work inside a larger worst-case oversight framework.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "FDT17": { "id": "FDT17", "title": "Functional Decision Theory: A New Theory of Instrumental Rationality", "authors": [ "Eliezer Yudkowsky", "Nate Soares" ], "year": "2017", "source_url": "https://arxiv.org/abs/1710.05060", "source_url_raw": "urlarxiv.org/abs/1710.05060https://arxiv.org/abs/1710.05060", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Extends the MIRI decision-theory lineage into a more mature proposal. Helpful for grounding strategic-agent critiques of simple reward or instruction following.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FDT17", "title": "Functional Decision Theory: A New Theory of Instrumental Rationality", "authors": "Eliezer Yudkowsky, Nate Soares", "year": "2017", "source_url": "urlarxiv.org/abs/1710.05060https://arxiv.org/abs/1710.05060", "category": "research-paper", "what_it_brings": "Extends the MIRI decision-theory lineage into a more mature proposal. Helpful for grounding strategic-agent critiques of simple reward or instruction following.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "FEATCLASSIFIERS24": { "id": "FEATCLASSIFIERS24", "title": "Using Dictionary Learning Features as Classifiers", "authors": [ "Anthropic Interpretability Team" ], "year": "2024", "source_url": "https://transformer-circuits.pub/2024/features-as-classifiers/index.html", "source_url_raw": "https://transformer-circuits.pub/2024/features-as-classifiers/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Compares feature-based vs. raw-activation harmfulness classifiers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FEATCLASSIFIERS24", "title": "Using Dictionary Learning Features as Classifiers", "authors": "Anthropic Interpretability Team", "year": "2024", "source_url": "https://transformer-circuits.pub/2024/features-as-classifiers/index.html", "category": "interpretability", "what_it_brings": "Compares feature-based vs. raw-activation harmfulness classifiers.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FEDLEARN24": { "id": "FEDLEARN24", "title": "Federated Learning: Privacy-Preserving AI (Survey)", "authors": [ "Han et al." ], "year": "2024", "source_url": "https://link.springer.com/article/10.1007/s10462-024-10766-7", "source_url_raw": "https://link.springer.com/article/10.1007/s10462-024-10766-7", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "Distributed training on-device without shipping raw data. Enables personal AI to learn from user data while preserving privacy. Alternative to RAG: model adapts to user instead of retrieving external knowledge.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FEDLEARN24", "title": "Federated Learning: Privacy-Preserving AI (Survey)", "authors": "Han et al.", "year": "2024", "source_url": "https://link.springer.com/article/10.1007/s10462-024-10766-7", "category": "technique", "what_it_brings": "Distributed training on-device without shipping raw data. Enables personal AI to learn from user data while preserving privacy. Alternative to RAG: model adapts to user instead of retrieving external knowledge.", "lineage_type": "technique" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "FERREIRA24": { "id": "FERREIRA24", "title": "Governance and Management of Autonomous Organizations", "authors": [ "Daniel Ferreira et al." ], "year": "2024", "source_url": "https://www.ecgi.global/sites/default/files/working_papers/documents/governanceandmanagementofautonomousorganizations.pdf", "source_url_raw": "urlhttps://www.ecgi.global/sites/default/files/working_papers/documents/governanceandmanagementofautonomousorganizations.pdfturn7search1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Strong academic treatment of DAO governance concentration and managerial tradeoffs; useful for grounding anti-capture arguments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 76, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FERREIRA24", "title": "Governance and Management of Autonomous Organizations", "authors": "Daniel Ferreira et al.", "year": "2024", "source_url": "urlhttps://www.ecgi.global/sites/default/files/working_papers/documents/governanceandmanagementofautonomousorganizations.pdfturn7search1", "category": "research-paper", "what_it_brings": "Strong academic treatment of DAO governance concentration and managerial tradeoffs; useful for grounding anti-capture arguments.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "FINALSPARK_24": { "id": "FINALSPARK_24", "title": "Neuroplatform commercial launch and API availability", "authors": [ "FinalSpark" ], "year": "2024", "source_url": "https://finalspark.com/neuroplatform/", "source_url_raw": "https://finalspark.com/neuroplatform/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Provides vital market validation that decentralized biological computing federations are actively emerging, creating immediate demand for sovereign constitutional AI frameworks capable of regulating living compute clusters.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 8, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FINALSPARK_24", "title": "Neuroplatform commercial launch and API availability", "authors": "FinalSpark", "year": "2024", "source_url": "https://finalspark.com/neuroplatform/", "category": "product-announcement", "what_it_brings": "Provides vital market validation that decentralized biological computing federations are actively emerging, creating immediate demand for sovereign constitutional AI frameworks capable of regulating living compute clusters.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "FINANCEAGENTS26": { "id": "FINANCEAGENTS26", "title": "Agents for Financial Services", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/finance-agents", "source_url_raw": "https://www.anthropic.com/news/finance-agents", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Financial services agent suite.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 128, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FINANCEAGENTS26", "title": "Agents for Financial Services", "authors": "Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/news/finance-agents", "category": "product-announcement", "what_it_brings": "Financial services agent suite.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FIRSTFILTER22": { "id": "FIRSTFILTER22", "title": "The First Filter", "authors": [ "Gabriel Alfour" ], "year": "2022-11", "source_url": "https://www.conjecture.dev/research", "source_url_raw": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Emphasizes that teams must actually aim at solving alignment rather than gesture toward it. Important for criticizing mere constitutional branding without deep control competence.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 84, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FIRSTFILTER22", "title": "The First Filter", "authors": "Gabriel Alfour", "year": "2022-11", "source_url": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "category": "blog-post", "what_it_brings": "Emphasizes that teams must actually aim at solving alignment rather than gesture toward it. Important for criticizing mere constitutional branding without deep control competence.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "FIVE19": { "id": "FIVE19", "title": "Dota 2 with Large Scale Deep Reinforcement Learning", "authors": [ "Christopher Berner", "Greg Brockman", "Brooke Chan", "Vicki Cheung", "Christy Dennison, et al." ], "year": "2019", "source_url": "https://arxiv.org/abs/1912.06680", "source_url_raw": "https://arxiv.org/abs/1912.06680", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Shows OpenAI’s taste for extreme-scale autonomous training in complex environments, foreshadowing agentic autonomy concerns.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 44, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FIVE19", "title": "Dota 2 with Large Scale Deep Reinforcement Learning", "authors": "Christopher Berner, Greg Brockman, Brooke Chan, Vicki Cheung, Christy Dennison, et al.", "year": "2019", "source_url": "https://arxiv.org/abs/1912.06680", "category": "research-paper", "what_it_brings": "Shows OpenAI’s taste for extreme-scale autonomous training in complex environments, foreshadowing agentic autonomy concerns.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "FLAMINGO22": { "id": "FLAMINGO22", "title": "Flamingo: a visual language model for few-shot learning", "authors": [ "Jean-Baptiste Alayrac", "Jeff Donahue", "Pauline Luc, et al." ], "year": "2022", "source_url": "https://ieeexplore.ieee.org/iel8/6287639/6514899/11164279.pdf", "source_url_raw": "https://ieeexplore.ieee.org/iel8/6287639/6514899/11164279.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Pioneers few-shot learning across vision and language modalities. This bridges the sensory gap required for embodied agents to perceive their environments accurately, a prerequisite for enforcing constitutional rules in physical spaces.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 22, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "FLAMINGO22", "title": "Flamingo: a visual language model for few-shot learning", "authors": "Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, et al.", "year": "2022", "source_url": "https://ieeexplore.ieee.org/iel8/6287639/6514899/11164279.pdf", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Pioneers few-shot learning across vision and language modalities. This bridges the sensory gap required for embodied agents to perceive their environments accurately, a prerequisite for enforcing constitutional rules in physical spaces." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "FLI_6MO23": { "id": "FLI_6MO23", "title": "As Six-Month Pause Letter Expires, Experts Call for Regulation", "authors": [ "Future of Life Institute" ], "year": "2023", "source_url": "https://futureoflife.org/ai/six-month-letter-expires/", "source_url_raw": "https://futureoflife.org/ai/six-month-letter-expires/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Sept 2023 retrospective: pause not enacted, but EU AI Act strengthened, Senate hearings convened — partial Lockean wins from advocacy pressure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 93, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FLI_6MO23", "title": "As Six-Month Pause Letter Expires, Experts Call for Regulation", "authors": "Future of Life Institute", "year": "2023", "source_url": "https://futureoflife.org/ai/six-month-letter-expires/", "category": "critique", "what_it_brings": "Sept 2023 retrospective: pause not enacted, but EU AI Act strengthened, Senate hearings convened — partial Lockean wins from advocacy pressure.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "FLI_PAUSE23": { "id": "FLI_PAUSE23", "title": "Pause Giant AI Experiments: An Open Letter", "authors": [ "Future of Life Institute (Tegmark", "Aguirre) + 30,000 signatories" ], "year": "2023", "source_url": "https://futureoflife.org/open-letter/pause-giant-ai-experiments/", "source_url_raw": "https://futureoflife.org/open-letter/pause-giant-ai-experiments/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "March 2023 letter calling for 6-month moratorium on >GPT-4 systems; surfaced public/policymaker appetite for hard Lockean intervention. 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Pause never enacted.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "FLI_PAUSE_PDF23": { "id": "FLI_PAUSE_PDF23", "title": "Pause Giant AI Experiments PDF", "authors": [ "Future of Life Institute" ], "year": "2023", "source_url": "https://futureoflife.org/wp-content/uploads/2023/05/FLI_Pause-Giant-AI-Experiments_An-Open-Letter.pdf", "source_url_raw": "https://futureoflife.org/wp-content/uploads/2023/05/FLI_Pause-Giant-AI-Experiments_An-Open-Letter.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "Original PDF text; specifies governance recommendations (auditing, watermarks, liability, public funding) — agenda subsequently adopted in part.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 92, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FLI_PAUSE_PDF23", "title": "Pause Giant AI Experiments PDF", "authors": "Future of Life Institute", "year": "2023", "source_url": "https://futureoflife.org/wp-content/uploads/2023/05/FLI_Pause-Giant-AI-Experiments_An-Open-Letter.pdf", "category": "policy", "what_it_brings": "Original PDF text; specifies governance recommendations (auditing, watermarks, liability, public funding) — agenda subsequently adopted in part.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "FLI_RP15": { "id": "FLI_RP15", "title": "Research Priorities for Robust and Beneficial Artificial Intelligence: An Open Letter", "authors": [ "Future of Life Institute, signatories" ], "year": "2015", "source_url": "https://futureoflife.org/open-letter/ai-open-letter/", "source_url_raw": "urlfutureoflife.org/open-letter/ai-open-letterhttps://futureoflife.org/open-letter/ai-open-letter/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Foundational mainstream AI-risk open letter. 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Strongest current ban-style policy citation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 103, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FLI_SUPERINT25", "title": "Statement on Superintelligence", "authors": "Future of Life Institute", "year": "2025-09", "source_url": "urlfutureoflife.org/fli-open-lettershttps://futureoflife.org/fli-open-letters/", "category": "policy", "what_it_brings": "Escalates from “pause giant experiments” to explicit prohibition on superintelligence until safety and public buy-in exist. 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This underscores why monolithic corporate alignment (the Hobbesian model) will fail without distributed, federated redundancy." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "FORECAST22": { "id": "FORECAST22", "title": "Generative Language Models and Automated Influence Operations", "authors": [ "OpenAI", "Graphika", "Stanford Internet Observatory" ], "year": "2022", "source_url": "https://cdn.openai.com/papers/forecasting-misuse.pdf", "source_url_raw": "https://cdn.openai.com/papers/forecasting-misuse.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Key misuse/governance document on language models as political-influence infrastructure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 120, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORECAST22", "title": "Generative Language Models and Automated Influence Operations", "authors": "OpenAI, Graphika, Stanford Internet Observatory", "year": "2022", "source_url": "https://cdn.openai.com/papers/forecasting-misuse.pdf [PDF]", "category": "policy", "what_it_brings": "Key misuse/governance document on language models as political-influence infrastructure.", "lineage_type": "policy" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "FORECASTRISK25": { "id": "FORECASTRISK25", "title": "Forecasting Post-Deployment Risks", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/forecast-post-deployment/", "source_url_raw": "https://alignment.anthropic.com/2025/forecast-post-deployment/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Forecasts whether risks will occur post-deployment with limited test data.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 152, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORECASTRISK25", "title": "Forecasting Post-Deployment Risks", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/forecast-post-deployment/", "category": "alignment-research", "what_it_brings": "Forecasts whether risks will occur post-deployment with limited test data.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FORKORN16": { "id": "FORKORN16", "title": "To fork or not to fork", "authors": [ "Jeffrey Wilcke" ], "year": "2016", "source_url": "https://blog.ethereum.org/2016/07/15/to-fork-or-not-to-fork", "source_url_raw": "urlhttps://blog.ethereum.org/2016/07/15/to-fork-or-not-to-forkhttps://blog.ethereum.org/2016/07/15/to-fork-or-not-to-fork", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Shows the Foundation publicly framing the fork as a community choice, not a sovereign command.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORKORN16", "title": "To fork or not to fork", "authors": "Jeffrey Wilcke", "year": "2016", "source_url": "urlhttps://blog.ethereum.org/2016/07/15/to-fork-or-not-to-forkhttps://blog.ethereum.org/2016/07/15/to-fork-or-not-to-fork", "category": "case-study", "what_it_brings": "Shows the Foundation publicly framing the fork as a community choice, not a sovereign command.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "FORMALMATH22": { "id": "FORMALMATH22", "title": "Formal Mathematics Statement Curriculum Learning", "authors": [ "Stanislas Polu", "Jesse Michael Han", "Kunhao Zheng", "Mantas Baksys", "Igor Babuschkin", "Ilya Sutskever" ], "year": "2022", "source_url": "https://cdn.openai.com/papers/Formal_Mathematics_Statement_Curriculum_Learning__ICML_2022.pdf", "source_url_raw": "https://cdn.openai.com/papers/Formal_Mathematics_Statement_Curriculum_Learning__ICML_2022.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Demonstrates OpenAI’s push toward hard-verifiable reasoning domains, relevant to future constitutional proofs and audits.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 58, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORMALMATH22", "title": "Formal Mathematics Statement Curriculum Learning", "authors": "Stanislas Polu, Jesse Michael Han, Kunhao Zheng, Mantas Baksys, Igor Babuschkin, Ilya Sutskever", "year": "2022", "source_url": "https://cdn.openai.com/papers/Formal_Mathematics_Statement_Curriculum_Learning__ICML_2022.pdf [PDF]", "category": "research-paper", "what_it_brings": "Demonstrates OpenAI’s push toward hard-verifiable reasoning domains, relevant to future constitutional proofs and audits.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "FORMAL_HEUR24": { "id": "FORMAL_HEUR24", "title": "Formal verification, heuristic explanations and surprise accounting", "authors": [ "Jacob Hilton" ], "year": "2024-06", "source_url": "https://www.alignment.org/blog/formal-verification-heuristic-explanations-and-surprise-accounting/", "source_url_raw": "urlalignment.org/.../formal-verification-heuristic-explanations-and-surprise-accountinghttps://www.alignment.org/blog/formal-verification-heuristic-explanations-and-surprise-accounting/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "States ARC’s case that full formal guarantees are too brittle, yet pure behavior testing is too weak. Useful for positioning Leviathan between unattainable proof and superficial prompt constraints.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 72, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORMAL_HEUR24", "title": "Formal verification, heuristic explanations and surprise accounting", "authors": "Jacob Hilton", "year": "2024-06", "source_url": "urlalignment.org/.../formal-verification-heuristic-explanations-and-surprise-accountinghttps://www.alignment.org/blog/formal-verification-heuristic-explanations-and-surprise-accounting/", "category": "interpretability", "what_it_brings": "States ARC’s case that full formal guarantees are too brittle, yet pure behavior testing is too weak. Useful for positioning Leviathan between unattainable proof and superficial prompt constraints.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "FORTE22": { "id": "FORTE22", "title": "Building a Second Brain: An Operating System for Your Life", "authors": [ "Tiago Forte" ], "year": "2022", "source_url": "https://www.buildingasecondbrain.com/", "source_url_raw": "https://www.buildingasecondbrain.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Personal knowledge management framework (PARA/CODE) as \"external brain.\" Establishes mental model for how humans can delegate memory + organization to versioned systems. Philosophical ancestor to POS (Personal Operating System).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FORTE22", "title": "Building a Second Brain: An Operating System for Your Life", "authors": "Tiago Forte", "year": "2022", "source_url": "https://www.buildingasecondbrain.com/", "category": "philosophy", "what_it_brings": "Personal knowledge management framework (PARA/CODE) as \"external brain.\" Establishes mental model for how humans can delegate memory + organization to versioned systems. Philosophical ancestor to POS (Personal Operating System).", "lineage_type": "foundational" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "FRIEND24": { "id": "FRIEND24", "title": "Friend: AI Wearable Companion", "authors": [ "Nik Shevchenko", "Avi Schiffmann" ], "year": "2024-2025", "source_url": "https://techcrunch.com/2024/07/30/friend-is-an-ai-companion-backed-by-founders-of-solana-perplexity-and-zfellows/", "source_url_raw": "https://techcrunch.com/2024/07/30/friend-is-an-ai-companion-backed-by-founders-of-solana-perplexity-and-zfellows/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "$99 always-listening pendant offloaded to Claude. Captures ambient context for AI recall. Uses Anthropic inference, local Bluetooth→cloud pipeline. Hardware evidence of companion product category.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FRIEND24", "title": "Friend: AI Wearable Companion", "authors": "Nik Shevchenko, Avi Schiffmann", "year": "2024-2025", "source_url": "https://techcrunch.com/2024/07/30/friend-is-an-ai-companion-backed-by-founders-of-solana-perplexity-and-zfellows/", "category": "product-evidence", "what_it_brings": "$99 always-listening pendant offloaded to Claude. Captures ambient context for AI recall. Uses Anthropic inference, local Bluetooth→cloud pipeline. Hardware evidence of companion product category.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "FRONTIER26": { "id": "FRONTIER26", "title": "Introducing OpenAI Frontier", "authors": [ "OpenAI" ], "year": "2026-02", "source_url": "https://openai.com/index/introducing-openai-frontier/", "source_url_raw": "https://openai.com/index/introducing-openai-frontier/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Enterprise agent platform with permissions and boundaries—very close to practical constitutional federation concerns.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 115, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FRONTIER26", "title": "Introducing OpenAI Frontier", "authors": "OpenAI", "year": "2026-02", "source_url": "https://openai.com/index/introducing-openai-frontier/", "category": "product-announcement", "what_it_brings": "Enterprise agent platform with permissions and boundaries—very close to practical constitutional federation concerns.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "FRONTIERREDPROG25": { "id": "FRONTIERREDPROG25", "title": "Progress from our Frontier Red Team", "authors": [ "Anthropic Frontier Red Team" ], "year": "2025", "source_url": "https://www.anthropic.com/news/strategic-warning-for-ai-risk-progress-and-insights-from-our-frontier-red-team", "source_url_raw": "https://www.anthropic.com/news/strategic-warning-for-ai-risk-progress-and-insights-from-our-frontier-red-team", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "safety", "lineage_type": "policy", "what_it_brings": "Updates on biosecurity, cyber, and autonomy red-teaming including Incalmo and biorisk uplift.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 105, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FRONTIERREDPROG25", "title": "Progress from our Frontier Red Team", "authors": "Anthropic Frontier Red Team", "year": "2025", "source_url": "https://www.anthropic.com/news/strategic-warning-for-ai-risk-progress-and-insights-from-our-frontier-red-team", "category": "safety", "what_it_brings": "Updates on biosecurity, cyber, and autonomy red-teaming including Incalmo and biorisk uplift.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FRONTIERTHREATS23": { "id": "FRONTIERTHREATS23", "title": "Frontier Threats Red Teaming for AI Safety", "authors": [ "Anthropic" ], "year": "2023", "source_url": "https://www.anthropic.com/news/frontier-threats-red-teaming-for-ai-safety", "source_url_raw": "https://www.anthropic.com/news/frontier-threats-red-teaming-for-ai-safety", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Outlines biosecurity-focused red-teaming methodology with external experts.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FRONTIERTHREATS23", "title": "Frontier Threats Red Teaming for AI Safety", "authors": "Anthropic", "year": "2023", "source_url": "https://www.anthropic.com/news/frontier-threats-red-teaming-for-ai-safety", "category": "policy", "what_it_brings": "Outlines biosecurity-focused red-teaming methodology with external experts.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "FR_INESIA25": { "id": "FR_INESIA25", "title": "INESIA — Institut national pour l'évaluation et la sécurité de l'intelligence artificielle", "authors": [ "Government of France" ], "year": "2025", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_raw": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Founded 31 January 2025 ahead of Paris Summit; LNE/Inria–led — France's national Lockean evaluator.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "FR_INESIA25", "title": "INESIA — Institut national pour l'évaluation et la sécurité de l'intelligence artificielle", "authors": "Government of France", "year": "2025", "source_url": "https://en.wikipedia.org/wiki/Artificial_intelligence_safety_institute", "category": "governance-document", "what_it_brings": "Founded 31 January 2025 ahead of Paris Summit; LNE/Inria–led — France's national Lockean evaluator.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "FSF_V1_24": { "id": "FSF_V1_24", "title": "Introducing the Frontier Safety Framework", "authors": [ "Google DeepMind" ], "year": "2024", "source_url": "https://deepmind.google/blog/introducing-the-frontier-safety-framework/", "source_url_raw": "https://deepmind.google/blog/introducing-the-frontier-safety-framework/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Establishes formal Critical Capability Levels (CCLs) and early-warning mitigations. This represents a Lockean, corporate-regulatory precedent that Leviathan aims to democratize into sovereign, user-defined safety boundaries.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 35, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "FSF_V1_24", "title": "Introducing the Frontier Safety Framework", "authors": "Google DeepMind", "year": "2024", "source_url": "https://deepmind.google/blog/introducing-the-frontier-safety-framework/", "category": "policy", "lineage_type": "policy", "what_it_brings": "Establishes formal Critical Capability Levels (CCLs) and early-warning mitigations. 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source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Foundational Gitcoin decentralization essay; frames governance legitimacy as community consent rather than founder fiat.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 41, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GITCOINEGR21", "title": "The Gitcoin/GitcoinDAO Egregore is Emerging", "authors": "Kevin Owocki", "year": "2021-08", "source_url": "urlhttps://gov.gitcoin.co/t/the-gitcoin-gitcoindao-egregore-is-emerging/8200turn23search8", "category": "blog-post", "what_it_brings": "Foundational Gitcoin decentralization essay; frames governance legitimacy as community consent rather than founder fiat.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "GITCOIN_QF": { "id": "GITCOIN_QF", "title": "Quadratic Funding (Gitcoin mechanisms documentation)", "authors": [ "Gitcoin" ], "year": "2024", "source_url": "https://gitcoin.co/mechanisms/quadratic-funding", "source_url_raw": "https://gitcoin.co/mechanisms/quadratic-funding", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "product-evidence", "what_it_brings": "$70M+ deployed via QF on Gitcoin — primary product evidence that QF works at scale; Leviathan grants can adopt.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 60, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GITCOIN_QF", "title": "Quadratic Funding (Gitcoin mechanisms documentation)", "authors": "Gitcoin", "year": "2024", "source_url": "https://gitcoin.co/mechanisms/quadratic-funding", "category": "governance-document", "what_it_brings": "$70M+ deployed via QF on Gitcoin — primary product evidence that QF works at scale; Leviathan grants can adopt.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "GITCOIN_QF_REPO": { "id": "GITCOIN_QF_REPO", "title": "gitcoinco/quadratic-funding (open-source implementation)", "authors": [ "Gitcoin" ], "year": "2018–2024", "source_url": "https://github.com/gitcoinco/quadratic-funding", "source_url_raw": "https://github.com/gitcoinco/quadratic-funding", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Gitcoin’s current mechanism explainer for retroactive funding; helps connect Gitcoin’s capital-allocation experiments to Optimism-style RetroPGF.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GITRETRO26", "title": "Retroactive Funding", "authors": "Gitcoin", "year": "2026-02", "source_url": "urlhttps://gitcoin.co/mechanisms/retroactive-fundingturn23search3", "category": "technical-report", "what_it_brings": "Gitcoin’s current mechanism explainer for retroactive funding; helps connect Gitcoin’s capital-allocation experiments to Optimism-style RetroPGF.", "lineage_type": "technique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "GITREVAMP25": { "id": "GITREVAMP25", "title": "Gitcoin '25 Governance Revamp", "authors": [ "Gitcoin governance contributors" ], "year": "2025-01", "source_url": "https://gov.gitcoin.co/t/gitcoin-25-governance-revamp/19850", "source_url_raw": "urlhttps://gov.gitcoin.co/t/gitcoin-25-governance-revamp/19850turn23search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Major deployment document for the first mainstream omni model, linking multimodality to preparedness governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 70, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GPT4O_SC24", "title": "GPT-4o System Card", "authors": "OpenAI", "year": "2024-08", "source_url": "https://openai.com/index/gpt-4o-system-card/", "category": "technical-report", "what_it_brings": "Major deployment document for the first mainstream omni model, linking multimodality to preparedness governance.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "GPT4SC23": { "id": "GPT4SC23", "title": "GPT-4 System Card", "authors": [ "OpenAI" ], "year": "2023-03", "source_url": "https://cdn.openai.com/papers/gpt-4-system-card.pdf", "source_url_raw": "https://cdn.openai.com/papers/gpt-4-system-card.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Extends system-card governance into multimodal perception and visual risk.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 63, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GPT4VSC23", "title": "GPT-4V(ision) System Card", "authors": "OpenAI", "year": "2023-09", "source_url": "https://cdn.openai.com/papers/GPTV_System_Card.pdf [PDF]", "category": "technical-report", "what_it_brings": "Extends system-card governance into multimodal perception and visual risk.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "GPT4_23": { "id": "GPT4_23", "title": "GPT-4 Technical Report", "authors": [ "OpenAI" ], "year": "2023", "source_url": "https://cdn.openai.com/papers/gpt-4.pdf", "source_url_raw": "https://cdn.openai.com/papers/gpt-4.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Capability milestone plus risk framing; crucial evidence for why broad agent governance became unavoidable.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 61, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GPT4_23", "title": "GPT-4 Technical Report", "authors": "OpenAI", "year": "2023", "source_url": "https://cdn.openai.com/papers/gpt-4.pdf [PDF]", "category": "technical-report", "what_it_brings": "Capability milestone plus risk framing; crucial evidence for why broad agent governance became unavoidable.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "GPT52SC25": { "id": "GPT52SC25", "title": "Update to GPT-5 System Card: GPT-5.2", "authors": [ "OpenAI" ], "year": "2025-12", "source_url": "https://deploymentsafety.openai.com/gpt-5-2", "source_url_raw": "https://deploymentsafety.openai.com/gpt-5-2", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Shows the system-card workflow becoming iterative, versioned governance rather than one-time disclosure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 107, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GPT52SC25", "title": "Update to GPT-5 System Card: GPT-5.2", "authors": "OpenAI", "year": "2025-12", "source_url": "https://deploymentsafety.openai.com/gpt-5-2", "category": "technical-report", "what_it_brings": "Shows the system-card workflow becoming iterative, versioned governance rather than one-time disclosure.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "GPT52_25": { "id": "GPT52_25", "title": "Introducing GPT-5.2", "authors": [ "OpenAI" ], "year": "2025-12", "source_url": "https://openai.com/index/introducing-gpt-5-2/", "source_url_raw": "https://openai.com/index/introducing-gpt-5-2/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Frames frontier models as built for real work, increasing constitutional questions about delegated professional agency.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 112, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GPT55_26", "title": "Introducing GPT-5.5", "authors": "OpenAI", "year": "2026-04", "source_url": "https://openai.com/index/introducing-gpt-5-5/", "category": "product-announcement", "what_it_brings": "Frames frontier models as built for real work, increasing constitutional questions about delegated professional agency.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "GPT5SC25": { "id": "GPT5SC25", "title": "GPT-5 System Card", "authors": [ "OpenAI" ], "year": "2025-08", "source_url": "https://openai.com/index/gpt-5-system-card/", "source_url_raw": "https://openai.com/index/gpt-5-system-card/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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Direct OpenReview page and PDF retrieval encountered browser verification; full paper and current PDF bytes were not read. The unrelated arXiv abstract page was read directly.", "reason": "The imported URL identifies a different 2025 review of DeepMind's reinforcement-learning work. Replaced its URL, placeholder authors and year with the primary conference paper's identity.", "limit": "Bibliographic identity correction from a primary-source indexed excerpt, with direct access blocked. The imported interpretation remains unreviewed; no result or evidence relationship was verified." }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "GYM16": { "id": "GYM16", "title": "OpenAI Gym", "authors": [ "Greg Brockman", "Vicki Cheung", "Ludwig Pettersson", "Jonas Schneider", "John Schulman, et al." ], "year": "2016", "source_url": "https://arxiv.org/abs/1606.01540", "source_url_raw": "https://arxiv.org/abs/1606.01540", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Creates the benchmark substrate that made general-purpose agent training and later agent governance legible.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "GYM16", "title": "OpenAI Gym", "authors": "Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, et al.", "year": "2016", "source_url": "https://arxiv.org/abs/1606.01540", "category": "research-paper", "what_it_brings": "Creates the benchmark substrate that made general-purpose agent training and later agent governance legible.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "HAI_INDEX25": { "id": "HAI_INDEX25", "title": "Stanford AI Index Report 2025", "authors": [ "Stanford HAI Steering Committee (Maslej et al.)" ], "year": "2025", "source_url": "https://hai.stanford.edu/ai-index/2025-ai-index-report", "source_url_raw": "https://hai.stanford.edu/ai-index/2025-ai-index-report", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "recent-validation", "what_it_brings": "Documents 59 US AI regulations in 2024 (2x 2023), 131 state AI laws passed (vs. 49 in 2023) — quantifies the speed of Lockean buildup.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 110, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HAI_INDEX25", "title": "Stanford AI Index Report 2025", "authors": "Stanford HAI Steering Committee (Maslej et al.)", "year": "2025", "source_url": "https://hai.stanford.edu/ai-index/2025-ai-index-report", "category": "technical-report", "what_it_brings": "Documents 59 US AI regulations in 2024 (2x 2023), 131 state AI laws passed (vs. 49 in 2023) — quantifies the speed of Lockean buildup.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HAI_INDEX_POL25": { "id": "HAI_INDEX_POL25", "title": "AI Index 2025: Policy and Governance Chapter", "authors": [ "Stanford HAI" ], "year": "2025", "source_url": "https://hai.stanford.edu/ai-index/2025-ai-index-report/policy-and-governance", "source_url_raw": "https://hai.stanford.edu/ai-index/2025-ai-index-report/policy-and-governance", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "recent-validation", "what_it_brings": "Policy-specific chapter; tracks AISI proliferation and federal/state divergence — primary source for \"AI policy is accelerating but uneven.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 111, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HAI_INDEX_POL25", "title": "AI Index 2025: Policy and Governance Chapter", "authors": "Stanford HAI", "year": "2025", "source_url": "https://hai.stanford.edu/ai-index/2025-ai-index-report/policy-and-governance", "category": "technical-report", "what_it_brings": "Policy-specific chapter; tracks AISI proliferation and federal/state divergence — primary source for \"AI policy is accelerating but uneven.\"", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HAI_TRUMPPLAN25": { "id": "HAI_TRUMPPLAN25", "title": "Inside Trump's Ambitious AI Action Plan", "authors": [ "Caroline Meinhardt", "Daniel Zhang", "Jennifer King", "Andreas Haupt", "Elena Cryst (Stanford HAI)" ], "year": "2025", "source_url": "https://hai.stanford.edu/news/inside-trumps-ambitious-ai-action-plan", "source_url_raw": "https://hai.stanford.edu/news/inside-trumps-ambitious-ai-action-plan", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Academic critique of how Trump plan shifts US away from \"whole-of-government coordination\" — frames Lockean retreat in policy-research terms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 112, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HAI_TRUMPPLAN25", "title": "Inside Trump's Ambitious AI Action Plan", "authors": "Caroline Meinhardt, Daniel Zhang, Jennifer King, Andreas Haupt, Elena Cryst (Stanford HAI)", "year": "2025", "source_url": "https://hai.stanford.edu/news/inside-trumps-ambitious-ai-action-plan", "category": "critique", "what_it_brings": "Academic critique of how Trump plan shifts US away from \"whole-of-government coordination\" — frames Lockean retreat in policy-research terms.", "lineage_type": "critique" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HALT_TECH25": { "id": "HALT_TECH25", "title": "Technical Requirements for Halting Dangerous AI Activities", "authors": [ "Peter Barnett", "Aaron Scher", "Daniel Abecassis" ], "year": "2025", "source_url": "https://arxiv.org/abs/2507.09801", "source_url_raw": "urlarxiv.org/abs/2507.09801https://arxiv.org/abs/2507.09801", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Details how an actual halt regime would have to work. Important as the hard-edged alternative Leviathan rejects but must engage with.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 49, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HALT_TECH25", "title": "Technical Requirements for Halting Dangerous AI Activities", "authors": "Peter Barnett, Aaron Scher, Daniel Abecassis", "year": "2025", "source_url": "urlarxiv.org/abs/2507.09801https://arxiv.org/abs/2507.09801", "category": "governance-document", "what_it_brings": "Details how an actual halt regime would have to work. Important as the hard-edged alternative Leviathan rejects but must engage with.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HAO_EOAI25": { "id": "HAO_EOAI25", "title": "Empire of AI: Dreams and Nightmares in Sam Altman's OpenAI", "authors": [ "Karen Hao" ], "year": "2025-05", "source_url": "https://www.penguinrandomhouse.com/books/743569/empire-of-ai-by-karen-hao/", "source_url_raw": "https://www.penguinrandomhouse.com/books/743569/empire-of-ai-by-karen-hao/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "journalism-investigation", "lineage_type": "journalism-evidence", "what_it_brings": "The definitive 2025 investigative grounding. Documents the \"empire\" Leviathan diagnoses — concentrated compute, data, water, and labor extraction. (Note: contains a 1000× water-usage erratum subsequently acknowledged by Hao.)", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 77, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HAO_EOAI25", "title": "Empire of AI: Dreams and Nightmares in Sam Altman's OpenAI", "authors": "Karen Hao", "year": "2025-05", "source_url": "https://www.penguinrandomhouse.com/books/743569/empire-of-ai-by-karen-hao/", "category": "journalism-investigation", "what_it_brings": "The definitive 2025 investigative grounding. Documents the \"empire\" Leviathan diagnoses — concentrated compute, data, water, and labor extraction. (Note: contains a 1000× water-usage erratum subsequently acknowledged by Hao.)", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HAO_TECHPOLICY25": { "id": "HAO_TECHPOLICY25", "title": "Decolonizing the Future: Karen Hao on Resisting the Empire of AI", "authors": [ "Karen Hao", "Justin Hendrix" ], "year": "2025", "source_url": "https://www.techpolicy.press/decolonizing-the-future-karen-hao-on-resisting-the-empire-of-ai/", "source_url_raw": "https://www.techpolicy.press/decolonizing-the-future-karen-hao-on-resisting-the-empire-of-ai/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "podcast-appearance", "lineage_type": "journalism-evidence", "what_it_brings": "Compact statement of the \"empire\" thesis for citation; \"decolonization\" frame complements federation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 78, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HAO_TECHPOLICY25", "title": "Decolonizing the Future: Karen Hao on Resisting the Empire of AI", "authors": "Karen Hao, Justin Hendrix", "year": "2025", "source_url": "https://www.techpolicy.press/decolonizing-the-future-karen-hao-on-resisting-the-empire-of-ai/", "category": "podcast-appearance", "what_it_brings": "Compact statement of the \"empire\" thesis for citation; \"decolonization\" frame complements federation.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HARDFORK16": { "id": "HARDFORK16", "title": "Hard Fork Completed", "authors": [ "Ethereum Foundation" ], "year": "2016", "source_url": "https://blog.ethereum.org/2016/07/20/hard-fork-completed", "source_url_raw": "urlhttps://blog.ethereum.org/2016/07/20/hard-fork-completedhttps://blog.ethereum.org/2016/07/20/hard-fork-completed", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Direct record of the DAO fork’s execution; the canonical example of social consensus materializing as protocol change.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARDFORK16", "title": "Hard Fork Completed", "authors": "Ethereum Foundation", "year": "2016", "source_url": "urlhttps://blog.ethereum.org/2016/07/20/hard-fork-completedhttps://blog.ethereum.org/2016/07/20/hard-fork-completed", "category": "case-study", "what_it_brings": "Direct record of the DAO fork’s execution; the canonical example of social consensus materializing as protocol change.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "HARDFORKS17": { "id": "HARDFORKS17", "title": "Hard Forks, Soft Forks, Defaults and Coercion", "authors": [ "Vitalik Buterin" ], "year": "2017", "source_url": "https://vitalik.eth.limo/general/2017/03/14/forks_and_markets.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2017/03/14/forks_and_markets.htmlhttps://vitalik.eth.limo/general/2017/03/14/forks_and_markets.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Central text on fork freedom as an exit mechanism; directly validates instance sovereignty and forkable governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARDFORKS17", "title": "Hard Forks, Soft Forks, Defaults and Coercion", "authors": "Vitalik Buterin", "year": "2017", "source_url": "urlhttps://vitalik.eth.limo/general/2017/03/14/forks_and_markets.htmlhttps://vitalik.eth.limo/general/2017/03/14/forks_and_markets.html", "category": "blog-post", "what_it_brings": "Central text on fork freedom as an exit mechanism; directly validates instance sovereignty and forkable governance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "HARD_BITS22": { "id": "HARD_BITS22", "title": "On how various plans miss the hard bits of the alignment challenge", "authors": [ "Nate Soares" ], "year": "2022-07", "source_url": "https://www.lesswrong.com/posts/3pinFH3jerMzAvmza/on-how-various-plans-miss-the-hard-bits-of-the-alignment", "source_url_raw": "urllesswrong.com/.../on-how-various-plans-miss-the-hard-bits-of-the-alignmenthttps://www.lesswrong.com/posts/3pinFH3jerMzAvmza/on-how-various-plans-miss-the-hard-bits-of-the-alignment", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Strong umbrella critique of mainstream alignment plans. Excellent citation wherever Leviathan needs to acknowledge that “principles plus oversight” may dodge the hardest failure modes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARD_BITS22", "title": "On how various plans miss the hard bits of the alignment challenge", "authors": "Nate Soares", "year": "2022-07", "source_url": "urllesswrong.com/.../on-how-various-plans-miss-the-hard-bits-of-the-alignmenthttps://www.lesswrong.com/posts/3pinFH3jerMzAvmza/on-how-various-plans-miss-the-hard-bits-of-the-alignment", "category": "critique", "what_it_brings": "Strong umbrella critique of mainstream alignment plans. Excellent citation wherever Leviathan needs to acknowledge that “principles plus oversight” may dodge the hardest failure modes.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HARMFULREFUSAL25": { "id": "HARMFULREFUSAL25", "title": "Inability Claims as Refusal", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/inability-claims/", "source_url_raw": "https://alignment.anthropic.com/2025/inability-claims/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "critique", "what_it_brings": "Claude sometimes claims inability rather than refusing harmful tasks.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 150, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARMFULREFUSAL25", "title": "Inability Claims as Refusal", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/inability-claims/", "category": "alignment-research", "what_it_brings": "Claude sometimes claims inability rather than refusing harmful tasks.", "lineage_type": "critique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "HARMFUL_MANIPULATION_26": { "id": "HARMFUL_MANIPULATION_26", "title": "Protecting people from harmful manipulation", "authors": [ "Google DeepMind" ], "year": "2026-03", "source_url": "https://deepmind.google/blog/protecting-people-from-harmful-manipulation/", "source_url_raw": "https://deepmind.google/blog/protecting-people-from-harmful-manipulation/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "safety", "lineage_type": "real-world-precedent", "what_it_brings": "Releases an empirically validated toolkit to measure AI's capacity to exploit human cognitive vulnerabilities. This fundamentally validates Leviathan’s mandate to protect the sovereign user from adversarial psychological steering by corporate agents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 83, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "HARMFUL_MANIPULATION_26", "title": "Protecting people from harmful manipulation", "authors": "Google DeepMind", "year": "2026-03", "source_url": "https://deepmind.google/blog/protecting-people-from-harmful-manipulation/", "category": "safety", "lineage_type": "real-world-precedent", "what_it_brings": "Releases an empirically validated toolkit to measure AI's capacity to exploit human cognitive vulnerabilities. This fundamentally validates Leviathan’s mandate to protect the sovereign user from adversarial psychological steering by corporate agents." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "HARRIS_AIDILEMMA23": { "id": "HARRIS_AIDILEMMA23", "title": "The AI Dilemma (Center for Humane Technology talk)", "authors": [ "Tristan Harris", "Aza Raskin" ], "year": "2023-03", "source_url": "https://www.humanetech.com/podcast/the-ai-dilemma", "source_url_raw": "https://www.humanetech.com/podcast/the-ai-dilemma", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "diagnosis", "what_it_brings": "\"Second contact\" framing: humanity must not repeat the social-media mistake with AI. Establishes the urgency Leviathan addresses with constitutional governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARRIS_AIDILEMMA23", "title": "The AI Dilemma (Center for Humane Technology talk)", "authors": "Tristan Harris, Aza Raskin", "year": "2023-03", "source_url": "https://www.humanetech.com/podcast/the-ai-dilemma", "category": "lecture-talk", "what_it_brings": "\"Second contact\" framing: humanity must not repeat the social-media mistake with AI. Establishes the urgency Leviathan addresses with constitutional governance.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HARRIS_SOCIALDILEMMA20": { "id": "HARRIS_SOCIALDILEMMA20", "title": "The Social Dilemma", "authors": [ "Jeff Orlowski-Yang (dir.); Tristan Harris", "Jaron Lanier", "Shoshana Zuboff" ], "year": "2020", "source_url": "https://www.thesocialdilemma.com/the-film/", "source_url_raw": "https://www.thesocialdilemma.com/the-film/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "documentary", "lineage_type": "diagnosis", "what_it_brings": "The mass-audience entry point to the discourse. Useful citation for any popular-readership Leviathan piece.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 52, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARRIS_SOCIALDILEMMA20", "title": "The Social Dilemma", "authors": "Jeff Orlowski-Yang (dir.); Tristan Harris, Jaron Lanier, Shoshana Zuboff", "year": "2020", "source_url": "https://www.thesocialdilemma.com/the-film/", "category": "documentary", "what_it_brings": "The mass-audience entry point to the discourse. Useful citation for any popular-readership Leviathan piece.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HARRIS_TED25": { "id": "HARRIS_TED25", "title": "Why AI is our ultimate test and greatest invitation (TED)", "authors": [ "Tristan Harris" ], "year": "2025-04", "source_url": "https://www.ted.com/talks/tristan_harris_why_ai_is_our_ultimate_test_and_greatest_invitation", "source_url_raw": "https://www.ted.com/talks/tristan_harris_why_ai_is_our_ultimate_test_and_greatest_invitation", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "recent-validation", "what_it_brings": "\"Narrow path\" framing: power must be matched with responsibility. Leviathan instantiates this by making responsibility constitutional and forkable.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 53, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HARRIS_TED25", "title": "Why AI is our ultimate test and greatest invitation (TED)", "authors": "Tristan Harris", "year": "2025-04", "source_url": "https://www.ted.com/talks/tristan_harris_why_ai_is_our_ultimate_test_and_greatest_invitation", "category": "lecture-talk", "what_it_brings": "\"Narrow path\" framing: power must be matched with responsibility. Leviathan instantiates this by making responsibility constitutional and forkable.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_AGI_2025": { "id": "HASSABIS_AGI_2025", "title": "Lex Fridman on AGI timelines", "authors": [ "Demis Hassabis" ], "year": "2025-07", "source_url": "", "source_url_raw": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "power-consolidation-evidence", "what_it_brings": "He compresses AGI timelines while speaking from one of the few labs with the compute to pursue it. citeturn26view2", "quote": "“50% chance [...] in the next five years, so by 2030”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 51, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_AGI_2025", "title": "Lex Fridman on AGI timelines", "authors": "Demis Hassabis", "year": "2025-07", "source_url": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "category": "podcast-quote", "quote": "“50% chance [...] in the next five years, so by 2030”", "what_it_brings": "He compresses AGI timelines while speaking from one of the few labs with the compute to pursue it. citeturn26view2", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_BADACTOR_2025": { "id": "HASSABIS_BADACTOR_2025", "title": "Lex Fridman on open science and misuse", "authors": [ "Demis Hassabis" ], "year": "2025-07", "source_url": "", "source_url_raw": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "self-aware-warning", "what_it_brings": "This is the frontier-lab dilemma stated plainly: openness, capability, and security do not fit neatly together. citeturn26view2", "quote": "“How does one restrict bad actors access [...] but enable access [...] to good actors [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 53, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_BADACTOR_2025", "title": "Lex Fridman on open science and misuse", "authors": "Demis Hassabis", "year": "2025-07", "source_url": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "category": "podcast-quote", "quote": "“How does one restrict bad actors access [...] but enable access [...] to good actors [...]”", "what_it_brings": "This is the frontier-lab dilemma stated plainly: openness, capability, and security do not fit neatly together. citeturn26view2", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_GEMINI2_2024": { "id": "HASSABIS_GEMINI2_2024", "title": "Gemini 2.0: the agentic era", "authors": [ "Demis Hassabis", "Koray Kavukcuoglu" ], "year": "2024-12", "source_url": "", "source_url_raw": "urlblog.google/gemini-2-agentic-eraturn22view2", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "power-consolidation-evidence", "what_it_brings": "“Universal assistant” is a soft phrase for a very large ambition: ubiquitous interface-level mediation. citeturn22view2", "quote": "“build new AI agents that bring us closer to our vision of a universal assistant”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 50, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_GEMINI2_2024", "title": "Gemini 2.0: the agentic era", "authors": "Demis Hassabis, Koray Kavukcuoglu", "year": "2024-12", "source_url": "urlblog.google/gemini-2-agentic-eraturn22view2", "category": "blog-essay", "quote": "“build new AI agents that bring us closer to our vision of a universal assistant”", "what_it_brings": "“Universal assistant” is a soft phrase for a very large ambition: ubiquitous interface-level mediation. citeturn22view2", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_GEMINI_2023": { "id": "HASSABIS_GEMINI_2023", "title": "Introducing Gemini", "authors": [ "Demis Hassabis" ], "year": "2023-12", "source_url": "", "source_url_raw": "urlblog.google/google-gemini-aiturn22view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "techno-optimist-counter", "what_it_brings": "The canonical DeepMind promise: smarter machines are justified by civilization-scale upside. citeturn22view1", "quote": "“if we could build smarter machines, we could harness them to benefit humanity”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 49, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_GEMINI_2023", "title": "Introducing Gemini", "authors": "Demis Hassabis", "year": "2023-12", "source_url": "urlblog.google/google-gemini-aiturn22view1", "category": "blog-essay", "quote": "“if we could build smarter machines, we could harness them to benefit humanity”", "what_it_brings": "The canonical DeepMind promise: smarter machines are justified by civilization-scale upside. citeturn22view1", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_LEX_2X": { "id": "HASSABIS_LEX_2X", "title": "Demis Hassabis: DeepMind - AI, Superintelligence & Aliens", "authors": [ "Lex Fridman", "Demis Hassabis" ], "year": "2024", "source_url": "https://lexfridman.com/demis-hassabis-2-transcript/", "source_url_raw": "https://lexfridman.com/demis-hassabis-2-transcript/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interview", "lineage_type": "policy", "what_it_brings": "Explores the philosophical limits of computation, the origin of life, and the race to AGI. This provides the broader existential context driving the urgency of the Leviathan project to secure human sovereignty before these systems mature.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 116, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "HASSABIS_LEX_2X", "title": "Demis Hassabis: DeepMind - AI, Superintelligence & Aliens", "authors": "Lex Fridman, Demis Hassabis", "year": "2024", "source_url": "https://lexfridman.com/demis-hassabis-2-transcript/", "category": "interview", "lineage_type": "policy", "what_it_brings": "Explores the philosophical limits of computation, the origin of life, and the race to AGI. 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no scheme was guessed.", "category": "interview-quote", "lineage_type": "techno-optimist-counter", "what_it_brings": "Human-plus-tool rather than pure replacement; important for nuanced agency arguments. citeturn23view1", "quote": "“The best scientists paired with these kinds of tools will be able to do incredible things.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 48, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_NOBEL_2024_B", "title": "Nobel Prize interview", "authors": "Demis Hassabis", "year": "2024-10", "source_url": "urlnobelprize.org/hassabis/interviewturn22view0", "category": "interview-quote", "quote": "“The best scientists paired with these kinds of tools will be able to do incredible things.”", "what_it_brings": "Human-plus-tool rather than pure replacement; important for nuanced agency arguments. citeturn23view1", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_SAFETY_2025": { "id": "HASSABIS_SAFETY_2025", "title": "Lex Fridman on safety effort", "authors": [ "Demis Hassabis" ], "year": "2025-07", "source_url": "", "source_url_raw": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "self-aware-warning", "what_it_brings": "A strong internal warning from a frontier-builder that safety effort is lagging capability effort. citeturn26view2", "quote": "“there probably needs to be 10 times more effort [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 52, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "HASSABIS_SAFETY_2025", "title": "Lex Fridman on safety effort", "authors": "Demis Hassabis", "year": "2025-07", "source_url": "urllexfridman.com/demis-hassabis-2-transcriptturn25view0", "category": "podcast-quote", "quote": "“there probably needs to be 10 times more effort [...]”", "what_it_brings": "A strong internal warning from a frontier-builder that safety effort is lagging capability effort. citeturn26view2", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "HASSABIS_TED_26": { "id": "HASSABIS_TED_26", "title": "Demis Hassabis IO 2026 Keynote", "authors": [ "Demis Hassabis" ], "year": "2026-05", "source_url": "https://io.google/2026/explore/pa-keynote-16", "source_url_raw": "https://io.google/2026/explore/pa-keynote-16", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "policy", "what_it_brings": "Delivers a sweeping overview of how AI is solving the most complex problems in science. 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source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "OpenAI’s omni-model release that materially expands the action/perception/governance surface.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 99, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HELLO4O24", "title": "Hello GPT-4o", "authors": "OpenAI", "year": "2024-05", "source_url": "https://openai.com/index/hello-gpt-4o/", "category": "product-announcement", "what_it_brings": "OpenAI’s omni-model release that materially expands the action/perception/governance surface.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "HELPFUL25": { "id": "HELPFUL25", "title": "Helpful assistant features suppress emergent misalignment", "authors": [ "OpenAI" ], "year": "2025-12", "source_url": "https://alignment.openai.com/helpful-assistant-features/", "source_url_raw": "https://alignment.openai.com/helpful-assistant-features/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Suggests some alignment traits can suppress others, relevant to constitution design tradeoffs.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 77, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HELPFUL25", "title": "Helpful assistant features suppress emergent misalignment", "authors": "OpenAI", "year": "2025-12", "source_url": "https://alignment.openai.com/helpful-assistant-features/", "category": "alignment-research", "what_it_brings": "Suggests some alignment traits can suppress others, relevant to constitution design tradeoffs.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "HHRLHF22": { "id": "HHRLHF22", "title": "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback", "authors": [ "Bai", "Jones", "Ndousse", "Askell", "Chen", "DasSarma", "Drain", "Fort", "Ganguli", "Henighan", "Joseph", "Kadavath", "Kernion, et al." ], "year": "2022", "source_url": "https://arxiv.org/abs/2204.05862", "source_url_raw": "https://arxiv.org/abs/2204.05862", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Classic OpenAI result on autocurricula and unexpected strategies, useful evidence that agents need constitutions because they improvise.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIDESEEK19", "title": "Emergent Tool Use From Multi-Agent Interaction", "authors": "Bowen Baker, Ingmar Kanitscheider, Todor Markov, Yi Wu, Glenn Powell, et al.", "year": "2019", "source_url": "https://d4mucfpksywv.cloudfront.net/emergent-tool-use/paper/Multi_Agent_Emergence_2019.pdf [PDF]", "category": "research-paper", "what_it_brings": "Classic OpenAI result on autocurricula and unexpected strategies, useful evidence that agents need constitutions because they improvise.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "HIERARCHICALSUMMARY25": { "id": "HIERARCHICALSUMMARY25", "title": "Hierarchical Summarization for Computer-Use Monitoring", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/hierarchical-summary/", "source_url_raw": "https://alignment.anthropic.com/2025/hierarchical-summary/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Hierarchical summarization to monitor and protect Computer Use.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 151, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIERARCHICALSUMMARY25", "title": "Hierarchical Summarization for Computer-Use Monitoring", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/hierarchical-summary/", "category": "alignment-research", "what_it_brings": "Hierarchical summarization to monitor and protect Computer Use.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "HIGHERLIMITSSPACEX26": { "id": "HIGHERLIMITSSPACEX26", "title": "Higher Usage Limits for Claude and a Compute Deal with SpaceX", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/higher-limits-spacex", "source_url_raw": "https://www.anthropic.com/news/higher-limits-spacex", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "New compute deal and rate-limit increases.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 129, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIGHERLIMITSSPACEX26", "title": "Higher Usage Limits for Claude and a Compute Deal with SpaceX", "authors": "Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/news/higher-limits-spacex", "category": "product-announcement", "what_it_brings": "New compute deal and rate-limit increases.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "HILL_FACE23": { "id": "HILL_FACE23", "title": "Your Face Belongs to Us: A Secretive Startup's Quest to End Privacy as We Know It", "authors": [ "Kashmir Hill" ], "year": "2023", "source_url": "https://www.penguinrandomhouse.com/books/691288/your-face-belongs-to-us-by-kashmir-hill/", "source_url_raw": "https://www.penguinrandomhouse.com/books/691288/your-face-belongs-to-us-by-kashmir-hill/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "journalism-investigation", "lineage_type": "journalism-evidence", "what_it_brings": "Clearview AI as case study: facial recognition crossed by ideological-not-technological breakthrough. Demonstrates why constitutional limits, not technical limits, are the binding constraint.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 81, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HILL_FACE23", "title": "Your Face Belongs to Us: A Secretive Startup's Quest to End Privacy as We Know It", "authors": "Kashmir Hill", "year": "2023", "source_url": "https://www.penguinrandomhouse.com/books/691288/your-face-belongs-to-us-by-kashmir-hill/", "category": "journalism-investigation", "what_it_brings": "Clearview AI as case study: facial recognition crossed by ideological-not-technological breakthrough. Demonstrates why constitutional limits, not technical limits, are the binding constraint.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "HIROSHIMA_COC23": { "id": "HIROSHIMA_COC23", "title": "Hiroshima Process International Code of Conduct for Organizations Developing Advanced AI Systems", "authors": [ "G7" ], "year": "2023", "source_url": "https://www.mofa.go.jp/files/100573473.pdf", "source_url_raw": "https://www.mofa.go.jp/files/100573473.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Operational counterpart to Guiding Principles; CSIS confirmed direct influence on EU AI Act Article 52.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIROSHIMA_COC23", "title": "Hiroshima Process International Code of Conduct for Organizations Developing Advanced AI Systems", "authors": "G7", "year": "2023", "source_url": "https://www.mofa.go.jp/files/100573473.pdf", "category": "governance-document", "what_it_brings": "Operational counterpart to Guiding Principles; CSIS confirmed direct influence on EU AI Act Article 52.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HIROSHIMA_GP23": { "id": "HIROSHIMA_GP23", "title": "Hiroshima Process International Guiding Principles for Organizations Developing Advanced AI Systems", "authors": [ "G7 (under Japanese presidency)" ], "year": "2023", "source_url": "https://www.mofa.go.jp/files/100573471.pdf", "source_url_raw": "https://www.mofa.go.jp/files/100573471.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "11 principles, soft-law foundation for G7 AI governance; later harmonized into the EU AI Act and GPAI Code of Practice.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 63, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIROSHIMA_GP23", "title": "Hiroshima Process International Guiding Principles for Organizations Developing Advanced AI Systems", "authors": "G7 (under Japanese presidency)", "year": "2023", "source_url": "https://www.mofa.go.jp/files/100573471.pdf", "category": "governance-document", "what_it_brings": "11 principles, soft-law foundation for G7 AI governance; later harmonized into the EU AI Act and GPAI Code of Practice.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HIROSHIMA_PORTAL": { "id": "HIROSHIMA_PORTAL", "title": "Hiroshima AI Process Friends Group", "authors": [ "Government of Japan (MIC)" ], "year": "2024", "source_url": "https://www.soumu.go.jp/hiroshimaaiprocess/en/index.html", "source_url_raw": "https://www.soumu.go.jp/hiroshimaaiprocess/en/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Official portal; tracks the international expansion of HAIP commitments — Lockean infrastructure for ongoing soft-law cooperation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 65, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HIROSHIMA_PORTAL", "title": "Hiroshima AI Process Friends Group", "authors": "Government of Japan (MIC)", "year": "2024", "source_url": "https://www.soumu.go.jp/hiroshimaaiprocess/en/index.html", "category": "governance-document", "what_it_brings": "Official portal; tracks the international expansion of HAIP commitments — Lockean infrastructure for ongoing soft-law cooperation.", "lineage_type": "policy" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_AIM22": { "id": "HOLDEN_AIM22", "title": "Why Would AI “Aim” To Defeat Humanity?", "authors": [ "Holden Karnofsky" ], "year": "2022-11", "source_url": "https://www.cold-takes.com/why-would-ai-aim-to-defeat-humanity/", "source_url_raw": "urlcold-takes.com/why-would-ai-aim-to-defeat-humanityhttps://www.cold-takes.com/why-would-ai-aim-to-defeat-humanity/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Explains misalignment in plain language via deceptive optimization and power incentives. Good citation when Leviathan needs a non-technical but serious takeover model.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 96, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_AIM22", "title": "Why Would AI “Aim” To Defeat Humanity?", "authors": "Holden Karnofsky", "year": "2022-11", "source_url": "urlcold-takes.com/why-would-ai-aim-to-defeat-humanityhttps://www.cold-takes.com/why-would-ai-aim-to-defeat-humanity/", "category": "blog-post", "what_it_brings": "Explains misalignment in plain language via deceptive optimization and power incentives. Good citation when Leviathan needs a non-technical but serious takeover model.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_DEFEAT22": { "id": "HOLDEN_DEFEAT22", "title": "AI Could Defeat All Of Us Combined", "authors": [ "Holden Karnofsky" ], "year": "2022-09", "source_url": "https://www.cold-takes.com/ai-could-defeat-all-of-us-combined/", "source_url_raw": "urlcold-takes.com/ai-could-defeat-all-of-us-combinedhttps://www.cold-takes.com/ai-could-defeat-all-of-us-combined/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Clear public argument that sufficiently capable AI could overpower all human institutions combined. This is a direct challenge to soft governance optimism.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 94, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_DEFEAT22", "title": "AI Could Defeat All Of Us Combined", "authors": "Holden Karnofsky", "year": "2022-09", "source_url": "urlcold-takes.com/ai-could-defeat-all-of-us-combinedhttps://www.cold-takes.com/ai-could-defeat-all-of-us-combined/", "category": "blog-post", "what_it_brings": "Clear public argument that sufficiently capable AI could overpower all human institutions combined. This is a direct challenge to soft governance optimism.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_HOPES22": { "id": "HOLDEN_HOPES22", "title": "High-level hopes for AI alignment", "authors": [ "Holden Karnofsky" ], "year": "2022-12", "source_url": "https://www.cold-takes.com/high-level-hopes-for-ai-alignment/", "source_url_raw": "urlcold-takes.com/high-level-hopes-for-ai-alignmenthttps://www.cold-takes.com/high-level-hopes-for-ai-alignment/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Counterbalances pure doom while keeping the risk model intact. Helpful for Leviathan when distinguishing “hard but maybe tractable” from “constitution is enough.”", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 98, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_HOPES22", "title": "High-level hopes for AI alignment", "authors": "Holden Karnofsky", "year": "2022-12", "source_url": "urlcold-takes.com/high-level-hopes-for-ai-alignmenthttps://www.cold-takes.com/high-level-hopes-for-ai-alignment/", "category": "blog-post", "what_it_brings": "Counterbalances pure doom while keeping the risk model intact. Helpful for Leviathan when distinguishing “hard but maybe tractable” from “constitution is enough.”", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_NATE23": { "id": "HOLDEN_NATE23", "title": "Discussion with Nate Soares on a key alignment difficulty", "authors": [ "Holden Karnofsky" ], "year": "2023-03", "source_url": "https://www.lesswrong.com/posts/iy2o4nQj9DnQD7Yhj/discussion-with-nate-soares-on-a-key-alignment-difficulty", "source_url_raw": "urllesswrong.com/.../discussion-with-nate-soares-on-a-key-alignment-difficultyhttps://www.lesswrong.com/posts/iy2o4nQj9DnQD7Yhj/discussion-with-nate-soares-on-a-key-alignment-difficulty", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Particularly relevant to Constitutional AI skepticism: it argues useful cognition may generalize faster than safety-shaping patterns like POUDA-avoidance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 100, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_NATE23", "title": "Discussion with Nate Soares on a key alignment difficulty", "authors": "Holden Karnofsky", "year": "2023-03", "source_url": "urllesswrong.com/.../discussion-with-nate-soares-on-a-key-alignment-difficultyhttps://www.lesswrong.com/posts/iy2o4nQj9DnQD7Yhj/discussion-with-nate-soares-on-a-key-alignment-difficulty", "category": "critique", "what_it_brings": "Particularly relevant to Constitutional AI skepticism: it argues useful cognition may generalize faster than safety-shaping patterns like POUDA-avoidance.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_OVERVIEW23": { "id": "HOLDEN_OVERVIEW23", "title": "Transformative AI issues (not just misalignment): an overview", "authors": [ "Holden Karnofsky" ], "year": "2023-01", "source_url": "https://www.cold-takes.com/transformative-ai-issues-not-just-misalignment-an-overview/", "source_url_raw": "urlcold-takes.com/transformative-ai-issues-not-just-misalignment-an-overviewhttps://www.cold-takes.com/transformative-ai-issues-not-just-misalignment-an-overview/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Broadens focus from misalignment to power, concentration, and social instability. Useful for Leviathan’s sovereignty/governance layer.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 99, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_OVERVIEW23", "title": "Transformative AI issues (not just misalignment): an overview", "authors": "Holden Karnofsky", "year": "2023-01", "source_url": "urlcold-takes.com/transformative-ai-issues-not-just-misalignment-an-overviewhttps://www.cold-takes.com/transformative-ai-issues-not-just-misalignment-an-overview/", "category": "blog-post", "what_it_brings": "Broadens focus from misalignment to power, concentration, and social instability. Useful for Leviathan’s sovereignty/governance layer.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_STUMBLE23": { "id": "HOLDEN_STUMBLE23", "title": "How we could stumble into AI catastrophe", "authors": [ "Holden Karnofsky" ], "year": "2023-01", "source_url": "https://www.cold-takes.com/how-we-could-stumble-into-ai-catastrophe/", "source_url_raw": "urlcold-takes.com/how-we-could-stumble-into-ai-catastrophehttps://www.cold-takes.com/how-we-could-stumble-into-ai-catastrophe/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Gives plausible failure pathways without assuming cartoon villainy. Useful for showing how catastrophe can emerge from ordinary institutional behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 97, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_STUMBLE23", "title": "How we could stumble into AI catastrophe", "authors": "Holden Karnofsky", "year": "2023-01", "source_url": "urlcold-takes.com/how-we-could-stumble-into-ai-catastrophehttps://www.cold-takes.com/how-we-could-stumble-into-ai-catastrophe/", "category": "blog-post", "what_it_brings": "Gives plausible failure pathways without assuming cartoon villainy. Useful for showing how catastrophe can emerge from ordinary institutional behavior.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HOLDEN_TAKEOVER22": { "id": "HOLDEN_TAKEOVER22", "title": "Without specific countermeasures, the easiest path to transformative AI likely leads to AI takeover", "authors": [ "Holden Karnofsky" ], "year": "2022", "source_url": "https://www.cold-takes.com/without-specific-countermeasures-the-easiest-path-to-transformative-ai-likely-leads-to-ai-takeover/", "source_url_raw": "urlcold-takes.com/.../the-easiest-path-to-transformative-ai-likely-leads-to-ai-takeoverhttps://www.cold-takes.com/without-specific-countermeasures-the-easiest-path-to-transformative-ai-likely-leads-to-ai-takeover/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Strong “default doom absent countermeasures” essay from a more institutionally moderate writer. Useful as bridge between doomers and Open Phil style strategy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 95, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HOLDEN_TAKEOVER22", "title": "Without specific countermeasures, the easiest path to transformative AI likely leads to AI takeover", "authors": "Holden Karnofsky", "year": "2022", "source_url": "urlcold-takes.com/.../the-easiest-path-to-transformative-ai-likely-leads-to-ai-takeoverhttps://www.cold-takes.com/without-specific-countermeasures-the-easiest-path-to-transformative-ai-likely-leads-to-ai-takeover/", "category": "critique", "what_it_brings": "Strong “default doom absent countermeasures” essay from a more institutionally moderate writer. Useful as bridge between doomers and Open Phil style strategy.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HONESTY21": { "id": "HONESTY21", "title": "Teaching ML to answer questions honestly instead of predicting human answers", "authors": [ "Paul Christiano" ], "year": "2021-05", "source_url": "https://www.alignmentforum.org/posts/QqwZ7cwEA2cxFEAun/teaching-ml-to-answer-questions-honestly-instead-of", "source_url_raw": "urlalignmentforum.org/.../teaching-ml-to-answer-questions-honestly-instead-ofhttps://www.alignmentforum.org/posts/QqwZ7cwEA2cxFEAun/teaching-ml-to-answer-questions-honestly-instead-of", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Concrete honesty problem that motivates ELK. Helps show why “what humans endorse” can diverge from truth.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 62, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "HONESTY21", "title": "Teaching ML to answer questions honestly instead of predicting human answers", "authors": "Paul Christiano", "year": "2021-05", "source_url": "urlalignmentforum.org/.../teaching-ml-to-answer-questions-honestly-instead-ofhttps://www.alignmentforum.org/posts/QqwZ7cwEA2cxFEAun/teaching-ml-to-answer-questions-honestly-instead-of", "category": "alignment-research", "what_it_brings": "Concrete honesty problem that motivates ELK. 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Important as the most prominent mainstream academic articulation of x-risk-adjacent alignment.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "HUMAN_AI_COMPLEMENTARITY_2X": { "id": "HUMAN_AI_COMPLEMENTARITY_2X", "title": "Human-AI Complementarity: A Goal for Amplified Oversight", "authors": [ "DeepMind Safety Research" ], "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "source_url_raw": "https://deepmindsafetyresearch.medium.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "alignment-research", "what_it_brings": "Argues that human overseers and AI models must have complementary, rather than overlapping, cognitive strengths. This supports Leviathan’s premise that human sovereignty relies on defining values, while AI handles the complex execution of those values.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 110, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "HUMAN_AI_COMPLEMENTARITY_2X", "title": "Human-AI Complementarity: A Goal for Amplified Oversight", "authors": "DeepMind Safety Research", "year": "2024", "source_url": "https://deepmindsafetyresearch.medium.com/", "category": "blog-post", "lineage_type": "alignment-research", "what_it_brings": "Argues that human overseers and AI models must have complementary, rather than overlapping, cognitive strengths. 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Brown, Miljan Martic, Shane Legg, Dario Amodei", "year": "2017", "source_url": "https://arxiv.org/abs/1706.03741", "category": "alignment-research", "what_it_brings": "Foundational RLHF precursor showing how weak human judgments can shape powerful agents.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "IABIED25": { "id": "IABIED25", "title": "Yudkowsky and Soares Announce Major New Book: If Anyone Builds It, Everyone Dies", "authors": [ "Machine Intelligence Research Institute" ], "year": "2025-05", "source_url": "https://intelligence.org/2025/05/15/yudkowsky-and-soares-announce-major-new-book-if-anyone-builds-it-everyone-dies/", "source_url_raw": "urlintelligence.org/2025/05/15/...if-anyone-builds-it-everyone-dieshttps://intelligence.org/2025/05/15/yudkowsky-and-soares-announce-major-new-book-if-anyone-builds-it-everyone-dies/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "recent-validation", "what_it_brings": "Marks the conversion of internal doom theory into a broad public persuasion project. 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Important for documenting the shift from technical argument to institutional-warning campaign.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "IAPS_HOME": { "id": "IAPS_HOME", "title": "Institute for AI Policy and Strategy", "authors": [ "IAPS" ], "year": "2023-2025", "source_url": "https://www.iaps.ai/", "source_url_raw": "https://www.iaps.ai/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "Nonpartisan think tank specializing in compute governance, AGI risk, China — bridges technical and policy Lockean discourse.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 116, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IAPS_HOME", "title": "Institute for AI Policy and Strategy", "authors": "IAPS", "year": "2023-2025", "source_url": "https://www.iaps.ai/", "category": "policy", "what_it_brings": "Nonpartisan think tank specializing in compute governance, AGI risk, China — bridges technical and policy Lockean discourse.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "IAPS_RESEARCH": { "id": "IAPS_RESEARCH", "title": "IAPS Research Reports (Differential Access, Agent Governance, Chain-of-Thought Monitorability, AI Security Talent)", "authors": [ "IAPS staff" ], "year": "2024-2025", "source_url": "https://www.iaps.ai/ourresearch", "source_url_raw": "https://www.iaps.ai/ourresearch", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "8 major 2025 reports on AI agents, compute governance, federal AI security capacity — concrete Lockean policy prescriptions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 117, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IAPS_RESEARCH", "title": "IAPS Research Reports (Differential Access, Agent Governance, Chain-of-Thought Monitorability, AI Security Talent)", "authors": "IAPS staff", "year": "2024-2025", "source_url": "https://www.iaps.ai/ourresearch", "category": "research-paper", "what_it_brings": "8 major 2025 reports on AI agents, compute governance, federal AI security capacity — concrete Lockean policy prescriptions.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "IDPERSON24": { "id": "IDPERSON24", "title": "Identity and Personhood", "authors": [ "E. 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Glen Weyl, Audrey Tang, the Plurality Community", "year": "2024", "source_url": "urlhttps://plurality.net/read/4-1/https://plurality.net/read/4-1/", "category": "research-paper", "what_it_brings": "Strong precedent for identity models richer than wallet balances, directly relevant to constitutional agent governance.", "lineage_type": "technique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "IEM13": { "id": "IEM13", "title": "Intelligence Explosion Microeconomics", "authors": [ "Eliezer Yudkowsky" ], "year": "2013", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Formal-ish takeoff argument for rapid recursive improvement and capability concentration. It sharpens the objection that slow constitutional adjustment may lose to fast capability feedback loops.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IEM13", "title": "Intelligence Explosion Microeconomics", "authors": "Eliezer Yudkowsky", "year": "2013", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Formal-ish takeoff argument for rapid recursive improvement and capability concentration. It sharpens the objection that slow constitutional adjustment may lose to fast capability feedback loops.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "IFWESUCCEED22": { "id": "IFWESUCCEED22", "title": "If We Succeed", "authors": [ "Stuart Russell" ], "year": "2022", "source_url": "https://people.eecs.berkeley.edu/~russell/papers/russell-daedalus22-succeed.pdf", "source_url_raw": "urlpeople.eecs.berkeley.edu/~russell/papers/russell-daedalus22-succeed.pdfhttps://people.eecs.berkeley.edu/~russell/papers/russell-daedalus22-succeed.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Extends the question from “can we control AI?” to “what sort of future follows if we do?” Useful where Leviathan argues for plural constitutional futures over one global utility extractor.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 93, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IFWESUCCEED22", "title": "If We Succeed", "authors": "Stuart Russell", "year": "2022", "source_url": "urlpeople.eecs.berkeley.edu/~russell/papers/russell-daedalus22-succeed.pdfhttps://people.eecs.berkeley.edu/~russell/papers/russell-daedalus22-succeed.pdf", "category": "blog-post", "what_it_brings": "Extends the question from “can we control AI?” to “what sort of future follows if we do?” Useful where Leviathan argues for plural constitutional futures over one global utility extractor.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "IHC26": { "id": "IHC26", "title": "Improving instruction hierarchy in frontier LLMs", "authors": [ "OpenAI" ], "year": "2026-03", "source_url": "https://openai.com/index/instruction-hierarchy-challenge/", "source_url_raw": "https://openai.com/index/instruction-hierarchy-challenge/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Directly addresses prompt injection and role-priority control—core constitutional mechanics for agents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 92, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IHC26", "title": "Improving instruction hierarchy in frontier LLMs", "authors": "OpenAI", "year": "2026-03", "source_url": "https://openai.com/index/instruction-hierarchy-challenge/", "category": "alignment-research", "what_it_brings": "Directly addresses prompt injection and role-priority control—core constitutional mechanics for agents.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "IMAGEGPT20": { "id": "IMAGEGPT20", "title": "Generative Pretraining from Pixels", "authors": [ "Mark Chen", "Alec Radford", "Rewon Child", "Jeffrey Wu", "Heewoo Jun, et al." ], "year": "2020", "source_url": "https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V2.pdf", "source_url_raw": "https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V2.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Shows the GPT pattern generalizing beyond text, important for multimodal sovereignty debates.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 47, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "IMAGEGPT20", "title": "Generative Pretraining from Pixels", "authors": "Mark Chen, Alec Radford, Rewon Child, Jeffrey Wu, Heewoo Jun, et al.", "year": "2020", "source_url": "https://cdn.openai.com/papers/Generative_Pretraining_from_Pixels_V2.pdf [PDF]", "category": "research-paper", "what_it_brings": "Shows the GPT pattern generalizing beyond text, important for multimodal sovereignty debates.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "INACCESSIBLE20": { "id": "INACCESSIBLE20", "title": "Inaccessible Information", "authors": [ "Paul Christiano" ], "year": "2020-06", "source_url": "https://www.alignmentforum.org/posts/ZyWyAJbedvEgRT2uF/inaccessible-information", "source_url_raw": "urlalignmentforum.org/.../inaccessible-informationhttps://www.alignmentforum.org/posts/ZyWyAJbedvEgRT2uF/inaccessible-information", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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no scheme was guessed.", "category": "twitter-post", "lineage_type": "power-consolidation-evidence", "what_it_brings": "The education implication is stark: default institutional trust assumptions are breaking. citeturn32search8", "quote": "“You will never be able to detect the use of AI in homework.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 68, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "KARPATHY_HOMEWORK_2026", "title": "School-board highlights post", "authors": "Andrej Karpathy", "year": "2026-02", "source_url": "urlx.com/karpathy/status/1993010584175141038 [snippet]turn32search8", "category": "twitter-post", "quote": "“You will never be able to detect the use of AI in homework.”", "what_it_brings": "The education implication is stark: default institutional trust assumptions are breaking. citeturn32search8", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "KARPATHY_SOFT2_2017": { "id": "KARPATHY_SOFT2_2017", "title": "Software 2.0", "authors": [ "Andrej Karpathy" ], "year": "2017", "source_url": "", "source_url_raw": "urlkarpathy.medium.com/software-2-0turn32search0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; 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no scheme was guessed.", "category": "talk-quote", "lineage_type": "inadvertent-honest", "what_it_brings": "This is the shortest bridge from Software 2.0 to human-language-as-control-surface. citeturn32search12", "quote": "“neural networks became programmable with large language models”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 66, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "KARPATHY_SOFT3_2025", "title": "Software Is Changing Again", "authors": "Andrej Karpathy", "year": "2025-06", "source_url": "urlyoutube.com/watch?v=LCEmiRjPEtQturn32search12", "category": "talk-quote", "quote": "“neural networks became programmable with large language models”", "what_it_brings": "This is the shortest bridge from Software 2.0 to human-language-as-control-surface. citeturn32search12", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "KARPATHY_VIBE_2025": { "id": "KARPATHY_VIBE_2025", "title": "Original “vibe coding” post", "authors": [ "Andrej Karpathy" ], "year": "2025-02", "source_url": "", "source_url_raw": "urlx.com/karpathy/status/1886192184808149383 [snippet]turn32search1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "twitter-post", "lineage_type": "inadvertent-honest", "what_it_brings": "Perhaps the single best popularization of software control migrating from code to intent. citeturn32search1", "quote": "“fully give in to the vibes [...] and forget that the code even exists”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 67, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "KARPATHY_VIBE_2025", "title": "Original “vibe coding” post", "authors": "Andrej Karpathy", "year": "2025-02", "source_url": "urlx.com/karpathy/status/1886192184808149383 [snippet]turn32search1", "category": "twitter-post", "quote": "“fully give in to the vibes [...] and forget that the code even exists”", "what_it_brings": "Perhaps the single best popularization of software control migrating from code to intent. citeturn32search1", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "KLEIN_DOPP23": { "id": "KLEIN_DOPP23", "title": "Doppelganger: A Trip into the Mirror World", "authors": [ "Naomi Klein" ], "year": "2023", "source_url": "https://naomiklein.org/doppelganger/", "source_url_raw": "https://naomiklein.org/doppelganger/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "Names the AI-doppelganger problem: identity itself becomes a contested digital artifact. 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source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Best recent first-party statement of Ethereum as a cohesive but plural L1/L2 system with layer-specific governance strategies.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 100, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "L1L226", "title": "How L1 and L2s can build the strongest possible Ethereum", "authors": "Josh Rudolf, Julian Ma, Josh Stark", "year": "2026-03", "source_url": "urlhttps://blog.ethereum.org/2026/03/23/l1-l2-ethereumhttps://blog.ethereum.org/2026/03/23/l1-l2-ethereum", "category": "governance-document", "what_it_brings": "Best recent first-party statement of Ethereum as a cohesive but plural L1/L2 system with layer-specific governance strategies.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "L1L2FUTURE25": { "id": "L1L2FUTURE25", "title": "Scaling Ethereum L1 and L2s in 2025 and beyond", "authors": [ "Vitalik Buterin" ], "year": "2025-01", "source_url": "https://vitalik.eth.limo/general/2025/01/23/l1l2future.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2025/01/23/l1l2future.htmlhttps://vitalik.eth.limo/general/2025/01/23/l1l2future.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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Glen Weyl", "year": "2018-05", "source_url": "https://medium.com/@VitalikButerin/liberation-through-radical-decentralization-22fc0bedc2ac", "category": "blog-post", "what_it_brings": "Joint manifesto — articulates the Ethereum/RxC convergence Leviathan inherits.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "LIBRAD18": { "id": "LIBRAD18", "title": "Liberal Radicalism: A Flexible Design for Philanthropic Matching Funds", "authors": [ "Vitalik Buterin", "Zoë Hitzig", "E. Glen Weyl" ], "year": "2018", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3243656", "source_url_raw": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3243656", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "The Quadratic Funding paper bridging Ethereum and RxC; provides the funding mechanism Leviathan instances can use to allocate ecosystem resources.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LIBRAD18", "title": "Liberal Radicalism: A Flexible Design for Philanthropic Matching Funds", "authors": "Vitalik Buterin, Zoë Hitzig, E. Glen Weyl", "year": "2018", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3243656", "category": "research-paper", "what_it_brings": "The Quadratic Funding paper bridging Ethereum and RxC; provides the funding mechanism Leviathan instances can use to allocate ecosystem resources.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "LIBRAD_MS19": { "id": "LIBRAD_MS19", "title": "A Flexible Design for Funding Public Goods (Management Science)", "authors": [ "Vitalik Buterin", "Zoë Hitzig", "E. Glen Weyl" ], "year": "2019", "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2019.3337", "source_url_raw": "https://pubsonline.informs.org/doi/10.1287/mnsc.2019.3337", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Peer-reviewed canonical version of QF — academic legitimation of the funding rule Leviathan's grant systems can deploy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LIBRAD_MS19", "title": "A Flexible Design for Funding Public Goods (Management Science)", "authors": "Vitalik Buterin, Zoë Hitzig, E. Glen Weyl", "year": "2019", "source_url": "https://pubsonline.informs.org/doi/10.1287/mnsc.2019.3337", "category": "research-paper", "what_it_brings": "Peer-reviewed canonical version of QF — academic legitimation of the funding rule Leviathan's grant systems can deploy.", "lineage_type": "technique" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "LINEBREAKS25": { "id": "LINEBREAKS25", "title": "When Models Manipulate Manifolds: The Geometry of a Counting Task", "authors": [ "Gurnee et al." ], "year": "2025", "source_url": "https://transformer-circuits.pub/2025/linebreaks/index.html", "source_url_raw": "https://transformer-circuits.pub/2025/linebreaks/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Geometric structure underlying counting in language models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 97, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LINEBREAKS25", "title": "When Models Manipulate Manifolds: The Geometry of a Counting Task", "authors": "Gurnee et al.", "year": "2025", "source_url": "https://transformer-circuits.pub/2025/linebreaks/index.html", "category": "interpretability", "what_it_brings": "Geometric structure underlying counting in language models.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "LIU_ASV20": { "id": "LIU_ASV20", "title": "Abolish Silicon Valley: How to Liberate Technology from Capitalism", "authors": [ "Wendy Liu" ], "year": "2020", "source_url": "https://abolishsiliconvalley.com/", "source_url_raw": "https://abolishsiliconvalley.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "Insider-turned-critic memoir-manifesto. Argues structural reform > individual ethics. Same priority order as Leviathan.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 69, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LIU_ASV20", "title": "Abolish Silicon Valley: How to Liberate Technology from Capitalism", "authors": "Wendy Liu", "year": "2020", "source_url": "https://abolishsiliconvalley.com/", "category": "book", "what_it_brings": "Insider-turned-critic memoir-manifesto. Argues structural reform > individual ethics. Same priority order as Leviathan.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "LLAMARISK26": { "id": "LLAMARISK26", "title": "LlamaRisk Progress Update, July-December 2025", "authors": [ "LlamaRisk" ], "year": "2026-01", "source_url": "https://gov.curve.finance/t/llamarisk-progress-update-july-december-2025/10981", "source_url_raw": "urlhttps://gov.curve.finance/t/llamarisk-progress-update-july-december-2025/10981turn38search8", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Shows an embedded risk service provider publishing governance-facing methodology and intervention logic; useful for multi-layer governance support.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 57, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LLAMARISK26", "title": "LlamaRisk Progress Update, July-December 2025", "authors": "LlamaRisk", "year": "2026-01", "source_url": "urlhttps://gov.curve.finance/t/llamarisk-progress-update-july-december-2025/10981turn38search8", "category": "technical-report", "what_it_brings": "Shows an embedded risk service provider publishing governance-facing methodology and intervention logic; useful for multi-layer governance support.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "LLMS_AS_RANKERS_25": { "id": "LLMS_AS_RANKERS_25", "title": "Large Language Models as Rankers, Judges, and Assistants", "authors": [ "Google DeepMind" ], "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Critically evaluates the over-reliance on LLMs to judge other models. This provides a necessary critique of RLAIF (Reinforcement Learning from AI Feedback), ensuring Leviathan’s constitutional evaluators are cross-checked for systematic biases.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 64, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "LLMS_AS_RANKERS_25", "title": "Large Language Models as Rankers, Judges, and Assistants", "authors": "Google DeepMind", "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Critically evaluates the over-reliance on LLMs to judge other models. This provides a necessary critique of RLAIF (Reinforcement Learning from AI Feedback), ensuring Leviathan’s constitutional evaluators are cross-checked for systematic biases." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "LLMS_BEHAVIOUR25": { "id": "LLMS_BEHAVIOUR25", "title": "LLMs Are Aware Of Their Learned Behaviors", "authors": [ "Jan Betley", "Xuchan Bao", "Martín Soto", "Anna Sztyber-Betley", "James Chua", "Owain Evans" ], "year": "2025", "source_url": "https://arxiv.org/abs/2501.11120", "source_url_raw": "urlarxiv.org/abs/2501.11120https://arxiv.org/abs/2501.11120", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Shows models can articulate their own learned policies. Strengthens concerns about self-modeling, deceptive presentation, and eval-aware behavior.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 108, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LLMS_BEHAVIOUR25", "title": "LLMs Are Aware Of Their Learned Behaviors", "authors": "Jan Betley, Xuchan Bao, Martín Soto, Anna Sztyber-Betley, James Chua, Owain Evans", "year": "2025", "source_url": "urlarxiv.org/abs/2501.11120https://arxiv.org/abs/2501.11120", "category": "case-study", "what_it_brings": "Shows models can articulate their own learned policies. Strengthens concerns about self-modeling, deceptive presentation, and eval-aware behavior.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "LMSKNOWWHAT22": { "id": "LMSKNOWWHAT22", "title": "Language Models (Mostly) Know What They Know", "authors": [ "Kadavath", "Conerly", "Askell", "Henighan", "Drain, et al." ], "year": "2022", "source_url": "https://arxiv.org/abs/2207.05221", "source_url_raw": "https://arxiv.org/abs/2207.05221", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Shows LMs are well-calibrated on truthfulness/self-evaluation tasks at scale.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LMSKNOWWHAT22", "title": "Language Models (Mostly) Know What They Know", "authors": "Kadavath, Conerly, Askell, Henighan, Drain, et al.", "year": "2022", "source_url": "https://arxiv.org/abs/2207.05221", "category": "research-paper", "what_it_brings": "Shows LMs are well-calibrated on truthfulness/self-evaluation tasks at scale.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "LM_PREF19": { "id": "LM_PREF19", "title": "Fine-Tuning Language Models from Human Preferences", "authors": [ "Daniel M. Ziegler", "Nisan Stiennon", "Jeffrey Wu", "Tom B. Brown", "Alec Radford, et al." ], "year": "2019", "source_url": "https://arxiv.org/abs/1909.08593", "source_url_raw": "https://arxiv.org/abs/1909.08593", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Makes preference optimization a concrete post-training technique, directly feeding later RLHF production systems.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LM_PREF19", "title": "Fine-Tuning Language Models from Human Preferences", "authors": "Daniel M. Ziegler, Nisan Stiennon, Jeffrey Wu, Tom B. Brown, Alec Radford, et al.", "year": "2019", "source_url": "https://arxiv.org/abs/1909.08593", "category": "alignment-research", "what_it_brings": "Makes preference optimization a concrete post-training technique, directly feeding later RLHF production systems.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "LOCALIZEKNOWLEDGE25": { "id": "LOCALIZEKNOWLEDGE25", "title": "Localizing Dangerous Knowledge for Removability", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/localize-knowledge/", "source_url_raw": "https://alignment.anthropic.com/2025/localize-knowledge/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Localizes dangerous knowledge to subsets of model parameters for easy removal.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 138, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LOCALIZEKNOWLEDGE25", "title": "Localizing Dangerous Knowledge for Removability", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/localize-knowledge/", "category": "alignment-research", "what_it_brings": "Localizes dangerous knowledge to subsets of model parameters for easy removal.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "LOGICALINDUCTION16": { "id": "LOGICALINDUCTION16", "title": "Logical Induction", "authors": [ "Scott Garrabrant", "Tsvi Benson-Tilsen", "Andrew Critch", "Nate Soares", "Jessica Taylor" ], "year": "2016", "source_url": "https://arxiv.org/abs/1609.03543", "source_url_raw": "urlarxiv.org/abs/1609.03543https://arxiv.org/abs/1609.03543", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "One of MIRI’s flagship formal results. Relevant as evidence that the skeptic lineage invested seriously in foundational reasoning under uncertainty rather than only in shutdown politics.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LOGICALINDUCTION16", "title": "Logical Induction", "authors": "Scott Garrabrant, Tsvi Benson-Tilsen, Andrew Critch, Nate Soares, Jessica Taylor", "year": "2016", "source_url": "urlarxiv.org/abs/1609.03543https://arxiv.org/abs/1609.03543", "category": "research-paper", "what_it_brings": "One of MIRI’s flagship formal results. Relevant as evidence that the skeptic lineage invested seriously in foundational reasoning under uncertainty rather than only in shutdown politics.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "LONGMEM25": { "id": "LONGMEM25", "title": "Memory in Large Language Models: Mechanisms, Evaluation, and Evolution (Survey)", "authors": [ "Liu et al.", "CMU/DeepMind" ], "year": "2024-2025", "source_url": "https://arxiv.org/abs/2509.18868", "source_url_raw": "https://arxiv.org/abs/2509.18868", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "recent-validation", "what_it_brings": "Comprehensive survey: recall vs. semantic memory, temporal reasoning, multi-session benchmarks (MemoryBank, LoCoMo, PerLTQA, LongMemEval). Catalogs memory failure modes (interference, decay, aliasing). Essential reading for memory-augmented design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LONGMEM25", "title": "Memory in Large Language Models: Mechanisms, Evaluation, and Evolution (Survey)", "authors": "Liu et al., CMU/DeepMind", "year": "2024-2025", "source_url": "https://arxiv.org/abs/2509.18868", "category": "technique", "what_it_brings": "Comprehensive survey: recall vs. semantic memory, temporal reasoning, multi-session benchmarks (MemoryBank, LoCoMo, PerLTQA, LongMemEval). Catalogs memory failure modes (interference, decay, aliasing). Essential reading for memory-augmented design.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "LONG_FORM_SPEECH_25": { "id": "LONG_FORM_SPEECH_25", "title": "Long-Form Speech Generation with Spoken Language Models", "authors": [ "Google DeepMind" ], "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "product-evidence", "what_it_brings": "Extends the capability of models to generate coherent, continuous audio streams over long durations. This enables sustained verbal interactions where users can audibly negotiate and update their agent's constitutional parameters.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 65, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "LONG_FORM_SPEECH_25", "title": "Long-Form Speech Generation with Spoken Language Models", "authors": "Google DeepMind", "year": "2025-07", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "product-evidence", "what_it_brings": "Extends the capability of models to generate coherent, continuous audio streams over long durations. This enables sustained verbal interactions where users can audibly negotiate and update their agent's constitutional parameters." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "LOSTDAO24": { "id": "LOSTDAO24", "title": "The Lost Dao", "authors": [ "E. Glen Weyl", "Audrey Tang, the Plurality Community" ], "year": "2024", "source_url": "https://plurality.net/read/3-3/", "source_url_raw": "urlhttps://plurality.net/read/3-3/https://plurality.net/read/3-3/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Gives a philosophical frame for DAO plurality beyond narrow token governance, useful for Leviathan’s constitutional federation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 81, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LOSTDAO24", "title": "The Lost Dao", "authors": "E. Glen Weyl, Audrey Tang, the Plurality Community", "year": "2024", "source_url": "urlhttps://plurality.net/read/3-3/https://plurality.net/read/3-3/", "category": "research-paper", "what_it_brings": "Gives a philosophical frame for DAO plurality beyond narrow token governance, useful for Leviathan’s constitutional federation.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "LPE_LM24": { "id": "LPE_LM24", "title": "Low Probability Estimation in Language Models", "authors": [ "Gabriel Wu" ], "year": "2024-10", "source_url": "https://www.alignment.org/blog/low-probability-estimation-in-language-models/", "source_url_raw": "urlalignment.org/.../low-probability-estimation-in-language-modelshttps://www.alignment.org/blog/low-probability-estimation-in-language-models/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Concrete empirical work on estimating rare harmful outputs. Relevant because catastrophic failures may not appear often enough for ordinary constitutional fine-tuning to catch.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 73, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "LPE_LM24", "title": "Low Probability Estimation in Language Models", "authors": "Gabriel Wu", "year": "2024-10", "source_url": "urlalignment.org/.../low-probability-estimation-in-language-modelshttps://www.alignment.org/blog/low-probability-estimation-in-language-models/", "category": "research-paper", "what_it_brings": "Concrete empirical work on estimating rare harmful outputs. Relevant because catastrophic failures may not appear often enough for ordinary constitutional fine-tuning to catch.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "LYRIA3_PRO_26": { "id": "LYRIA3_PRO_26", "title": "Lyria 3 Pro", "authors": [ "Google DeepMind" ], "year": "2026-03", "source_url": "https://blog.google/innovation-and-ai/technology/ai/lyria-3-pro", "source_url_raw": "[https://blog.google/innovation-and-ai/technology/ai/lyria-3-pro](https://blog.google/innovation-and-ai/technology/ai/lyria-3-pro)", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Demonstrates deep structural awareness of musical composition while enforcing mimicry protections. This illustrates how soft-coded constitutional guardrails can autonomously manage copyright, artistic attribution, and creative integrity in generative mediums.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 79, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "LYRIA3_PRO_26", "title": "Lyria 3 Pro", "authors": "Google DeepMind", "year": "2026-03", "source_url": "[https://blog.google/innovation-and-ai/technology/ai/lyria-3-pro](https://blog.google/innovation-and-ai/technology/ai/lyria-3-pro)", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Demonstrates deep structural awareness of musical composition while enforcing mimicry protections. This illustrates how soft-coded constitutional guardrails can autonomously manage copyright, artistic attribution, and creative integrity in generative mediums." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "MACHINESLOVING24": { "id": "MACHINESLOVING24", "title": "Machines of Loving Grace", "authors": [ "Dario Amodei" ], "year": "2024", "source_url": "https://darioamodei.com/machines-of-loving-grace", "source_url_raw": "https://darioamodei.com/machines-of-loving-grace", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Dario Amodei's essay on transformative AI's potential benefits (\"compressed 21st century\").", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 155, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MACHINESLOVING24", "title": "Machines of Loving Grace", "authors": "Dario Amodei", "year": "2024", "source_url": "https://darioamodei.com/machines-of-loving-grace", "category": "blog-post", "what_it_brings": "Dario Amodei's essay on transformative AI's potential benefits (\"compressed 21st century\").", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MAGIC23": { "id": "MAGIC23", "title": "Multinational AGI Consortium (MAGIC): A Proposal for International Coordination on AI", "authors": [ "Conjecture contributors" ], "year": "2023-10", "source_url": "https://www.conjecture.dev/research", "source_url_raw": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Conjecture’s institutional coordination proposal. Relevant as a harder-edged governance answer than local constitutions or lab self-regulation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 86, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAGIC23", "title": "Multinational AGI Consortium (MAGIC): A Proposal for International Coordination on AI", "authors": "Conjecture contributors", "year": "2023-10", "source_url": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "category": "governance-document", "what_it_brings": "Conjecture’s institutional coordination proposal. Relevant as a harder-edged governance answer than local constitutions or lab self-regulation.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MAKERCOAL22": { "id": "MAKERCOAL22", "title": "Voter Coalitions and Democracy in Decentralized Finance: Evidence from MakerDAO", "authors": [ "Xiaotong Sun", "Xi Chen", "Charalampos Stasinakis", "Georgios Sermpinis" ], "year": "2022", "source_url": "https://arxiv.org/abs/2210.11203", "source_url_raw": "urlhttps://arxiv.org/abs/2210.11203turn26academia20", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Direct empirical evidence of coalition formation and concentration in a marquee DAO; highly relevant to token-voting capture risk.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 78, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAKERCOAL22", "title": "Voter Coalitions and Democracy in Decentralized Finance: Evidence from MakerDAO", "authors": "Xiaotong Sun, Xi Chen, Charalampos Stasinakis, Georgios Sermpinis", "year": "2022", "source_url": "urlhttps://arxiv.org/abs/2210.11203turn26academia20", "category": "research-paper", "what_it_brings": "Direct empirical evidence of coalition formation and concentration in a marquee DAO; highly relevant to token-voting capture risk.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MAKERPHASE23": { "id": "MAKERPHASE23", "title": "The 5 phases of Endgame", "authors": [ "rune" ], "year": "2023-05", "source_url": "https://forum.sky.money/t/the-5-phases-of-endgame/20830", "source_url_raw": "urlhttps://forum.sky.money/t/the-5-phases-of-endgame/20830turn6view0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Core primary source for Maker’s Endgame restructuring, SubDAOs, governance AI, and hard-fork logic; central to federated-sovereignty comparisons.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAKERPHASE23", "title": "The 5 phases of Endgame", "authors": "rune", "year": "2023-05", "source_url": "urlhttps://forum.sky.money/t/the-5-phases-of-endgame/20830turn6view0", "category": "governance-document", "what_it_brings": "Core primary source for Maker’s Endgame restructuring, SubDAOs, governance AI, and hard-fork logic; central to federated-sovereignty comparisons.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MANYSHOTJB24": { "id": "MANYSHOTJB24", "title": "Many-shot Jailbreaking", "authors": [ "Anil", "Durmus", "Sharma", "Benton", "Kundu", "Batson", "Rimsky", "Tong", "Mu", "Ford", "Korbak", "Bowman", "Perez", "Grosse", "Duvenaud, et al." ], "year": "2024", "source_url": "https://www.anthropic.com/research/many-shot-jailbreaking", "source_url_raw": "https://www.anthropic.com/research/many-shot-jailbreaking", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Long-context jailbreak using hundreds of demonstrations; effective on Claude 2, GPT-4, Llama 2.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MANYSHOTJB24", "title": "Many-shot Jailbreaking", "authors": "Anil, Durmus, Sharma, Benton, Kundu, Batson, Rimsky, Tong, Mu, Ford, Korbak, Bowman, Perez, Grosse, Duvenaud, et al.", "year": "2024", "source_url": "https://www.anthropic.com/research/many-shot-jailbreaking", "category": "research-paper", "what_it_brings": "Long-context jailbreak using hundreds of demonstrations; effective on Claude 2, GPT-4, Llama 2.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MARSHAL22": { "id": "MARSHAL22", "title": "Decentralized Autonomous Organization Act of 2022", "authors": [ "Republic of the Marshall Islands" ], "year": "2022", "source_url": "https://rmicourts.org/wp-content/uploads/2022/12/PL-2022-50-Decentralized-Autonomous.pdf", "source_url_raw": "urlhttps://rmicourts.org/wp-content/uploads/2022/12/PL-2022-50-Decentralized-Autonomous.pdfturn10search1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "First national-law recognition framework for DAO LLC structures; central legal precedent for jurisdictional plug-in design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MARSHAL22", "title": "Decentralized Autonomous Organization Act of 2022", "authors": "Republic of the Marshall Islands", "year": "2022", "source_url": "urlhttps://rmicourts.org/wp-content/uploads/2022/12/PL-2022-50-Decentralized-Autonomous.pdfturn10search1", "category": "legal-framework", "what_it_brings": "First national-law recognition framework for DAO LLC structures; central legal precedent for jurisdictional plug-in design.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MARX_RTN22": { "id": "MARX_RTN22", "title": "Road to Nowhere: What Silicon Valley Gets Wrong About the Future of Transportation", "authors": [ "Paris Marx" ], "year": "2022", "source_url": "https://www.versobooks.com/products/2795-road-to-nowhere", "source_url_raw": "https://www.versobooks.com/products/2795-road-to-nowhere", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "journalism-evidence", "what_it_brings": "Case study of Silicon Valley's monolithic future-imposition. Leviathan's federation = constitutional pluralism against single-future imposition.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 67, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MARX_RTN22", "title": "Road to Nowhere: What Silicon Valley Gets Wrong About the Future of Transportation", "authors": "Paris Marx", "year": "2022", "source_url": "https://www.versobooks.com/products/2795-road-to-nowhere", "category": "book", "what_it_brings": "Case study of Silicon Valley's monolithic future-imposition. Leviathan's federation = constitutional pluralism against single-future imposition.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MARX_TWSU24": { "id": "MARX_TWSU24", "title": "Tech Won't Save Us podcast (selected 2024–2026 AI episodes)", "authors": [ "Paris Marx" ], "year": "2024–2026", "source_url": "https://techwontsave.us/", "source_url_raw": "https://techwontsave.us/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "podcast-appearance", "lineage_type": "journalism-evidence", "what_it_brings": "The most consistent left-tech-critical podcast feed; useful as a continuously updating evidence stream for Leviathan's diagnosis chapter.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MARX_TWSU24", "title": "Tech Won't Save Us podcast (selected 2024–2026 AI episodes)", "authors": "Paris Marx", "year": "2024–2026", "source_url": "https://techwontsave.us/", "category": "podcast-appearance", "what_it_brings": "The most consistent left-tech-critical podcast feed; useful as a continuously updating evidence stream for Leviathan's diagnosis chapter.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MASKED_TRAJECTORY_2X": { "id": "MASKED_TRAJECTORY_2X", "title": "Masked Trajectory Models", "authors": [ "DeepMind Authors" ], "year": "2023", "source_url": "https://www.tandfonline.com/doi/full/10.1080/01691864.2024.2408593", "source_url_raw": "https://www.tandfonline.com/doi/full/10.1080/01691864.2024.2408593", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Masks observations, actions, and rewards during training to force the model to infer underlying physics. This ensures that agents governed by Leviathan can safely extrapolate constitutional rules into novel, unseen physical scenarios.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 105, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "MASKED_TRAJECTORY_2X", "title": "Masked Trajectory Models", "authors": "DeepMind Authors", "year": "2023", "source_url": "https://www.tandfonline.com/doi/full/10.1080/01691864.2024.2408593", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Masks observations, actions, and rewards during training to force the model to infer underlying physics. This ensures that agents governed by Leviathan can safely extrapolate constitutional rules into novel, unseen physical scenarios." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "MATHFRAME21": { "id": "MATHFRAME21", "title": "A Mathematical Framework for Transformer Circuits", "authors": [ "Elhage", "Nanda", "Olsson", "Henighan", "Joseph", "Mann", "Askell", "Bai, et al." ], "year": "2021", "source_url": "https://transformer-circuits.pub/2021/framework/index.html", "source_url_raw": "https://transformer-circuits.pub/2021/framework/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "Introduces the residual-stream / QK / OV decomposition and reverse-engineers attention-only toy transformers — the foundational mech-interp paper at Anthropic.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATHFRAME21", "title": "A Mathematical Framework for Transformer Circuits", "authors": "Elhage, Nanda, Olsson, Henighan, Joseph, Mann, Askell, Bai, et al.", "year": "2021", "source_url": "https://transformer-circuits.pub/2021/framework/index.html", "category": "interpretability", "what_it_brings": "Introduces the residual-stream / QK / OV decomposition and reverse-engineers attention-only toy transformers — the foundational mech-interp paper at Anthropic.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MATHPROC22": { "id": "MATHPROC22", "title": "Solving Math Word Problems with Process- and Outcome-Based Feedback", "authors": [ "Jonathan Uesato", "Nate Kushman", "Ramana Kumar", "H. Francis Song", "Noah Siegel, et al." ], "year": "2022", "source_url": "https://arxiv.org/abs/2211.14275", "source_url_raw": "https://arxiv.org/abs/2211.14275", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Important precursor to process supervision and verifier-style oversight, later echoed in OpenAI reasoning work.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATHPROC22", "title": "Solving Math Word Problems with Process- and Outcome-Based Feedback", "authors": "Jonathan Uesato, Nate Kushman, Ramana Kumar, H. Francis Song, Noah Siegel, et al.", "year": "2022", "source_url": "https://arxiv.org/abs/2211.14275", "category": "alignment-research", "what_it_brings": "Important precursor to process supervision and verifier-style oversight, later echoed in OpenAI reasoning work.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "MATS_CAA23": { "id": "MATS_CAA23", "title": "Steering Llama 2 via Contrastive Activation Addition", "authors": [ "Nina Panickssery, et al." ], "year": "2023", "source_url": "https://arxiv.org/abs/2312.06681", "source_url_raw": "urlarxiv.org/abs/2312.06681https://arxiv.org/abs/2312.06681", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Shows that behavior can be steered at activation level, but also highlights how brittle post hoc steering remains. Useful as limited evidence rather than solution.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 106, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATS_CAA23", "title": "Steering Llama 2 via Contrastive Activation Addition", "authors": "Nina Panickssery, et al.", "year": "2023", "source_url": "urlarxiv.org/abs/2312.06681https://arxiv.org/abs/2312.06681", "category": "interpretability", "what_it_brings": "Shows that behavior can be steered at activation level, but also highlights how brittle post hoc steering remains. Useful as limited evidence rather than solution.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MATS_CPM23": { "id": "MATS_CPM23", "title": "Conditioning Predictive Models: Risks and Strategies", "authors": [ "Evan Hubinger", "Adam Jermyn", "Johannes Treutlein", "Rubi Hudson", "Kate Woolverton" ], "year": "2023", "source_url": "https://arxiv.org/abs/2302.00805", "source_url_raw": "urlarxiv.org/abs/2302.00805https://arxiv.org/abs/2302.00805", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Fellowship-linked output arguing predictive/conditioning approaches may be safer than end-to-end agency. Relevant as a nearby but still skeptical carve-out.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 105, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATS_CPM23", "title": "Conditioning Predictive Models: Risks and Strategies", "authors": "Evan Hubinger, Adam Jermyn, Johannes Treutlein, Rubi Hudson, Kate Woolverton", "year": "2023", "source_url": "urlarxiv.org/abs/2302.00805https://arxiv.org/abs/2302.00805", "category": "research-paper", "what_it_brings": "Fellowship-linked output arguing predictive/conditioning approaches may be safer than end-to-end agency. Relevant as a nearby but still skeptical carve-out.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MATS_SAD24": { "id": "MATS_SAD24", "title": "Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs", "authors": [ "Rudolf Laine", "Bilal Chughtai", "Jan Betley", "Kaivalya Hariharan", "Jeremy Scheurer, et al." ], "year": "2024", "source_url": "https://arxiv.org/abs/2407.04694", "source_url_raw": "urlarxiv.org/abs/2407.04694https://arxiv.org/abs/2407.04694", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Benchmarks situational awareness, including discrimination between eval and deployment. Directly relevant to the failure mode constitutional training hopes to rule out.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 107, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATS_SAD24", "title": "Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs", "authors": "Rudolf Laine, Bilal Chughtai, Jan Betley, Kaivalya Hariharan, Jeremy Scheurer, et al.", "year": "2024", "source_url": "urlarxiv.org/abs/2407.04694https://arxiv.org/abs/2407.04694", "category": "case-study", "what_it_brings": "Benchmarks situational awareness, including discrimination between eval and deployment. Directly relevant to the failure mode constitutional training hopes to rule out.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MATUSCHAK24": { "id": "MATUSCHAK24", "title": "How Might We Learn?: Memory, Spaced Repetition, and Cognitive Scaffolding", "authors": [ "Andy Matuschak" ], "year": "2024", "source_url": "https://andymatuschak.org/hmwl/", "source_url_raw": "https://andymatuschak.org/hmwl/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Memory requires retrieval at optimal spacing. Mnemonic medium + spaced repetition outperform cramming. Establishes scientific basis for why \"persistent, retrievable memory\" is foundation of learning (and companionship).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MATUSCHAK24", "title": "How Might We Learn?: Memory, Spaced Repetition, and Cognitive Scaffolding", "authors": "Andy Matuschak", "year": "2024", "source_url": "https://andymatuschak.org/hmwl/", "category": "philosophy", "what_it_brings": "Memory requires retrieval at optimal spacing. Mnemonic medium + spaced repetition outperform cramming. Establishes scientific basis for why \"persistent, retrievable memory\" is foundation of learning (and companionship).", "lineage_type": "foundational" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_AIFORWHAT25": { "id": "MAZZUCATO_AIFORWHAT25", "title": "AI for What? Public value creation versus extractive rents (Substack)", "authors": [ "Mariana Mazzucato" ], "year": "2024–2025", "source_url": "https://marianamazzucato.substack.com/p/ai-for-what", "source_url_raw": "https://marianamazzucato.substack.com/p/ai-for-what", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Direct frame Leviathan inherits: AI as engine of rent extraction unless governed for public value. Leviathan's constitution operationalizes \"public value\" at federation scope.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 61, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_AIFORWHAT25", "title": "AI for What? Public value creation versus extractive rents (Substack)", "authors": "Mariana Mazzucato", "year": "2024–2025", "source_url": "https://marianamazzucato.substack.com/p/ai-for-what", "category": "essay", "what_it_brings": "Direct frame Leviathan inherits: AI as engine of rent extraction unless governed for public value. Leviathan's constitution operationalizes \"public value\" at federation scope.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_ENT13": { "id": "MAZZUCATO_ENT13", "title": "The Entrepreneurial State: Debunking Public vs. Private Sector Myths", "authors": [ "Mariana Mazzucato" ], "year": "2013", "source_url": "https://marianamazzucato.com/books/the-entrepreneurial-state/", "source_url_raw": "https://marianamazzucato.com/books/the-entrepreneurial-state/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "foundational", "what_it_brings": "Public investment created the foundational tech that private platforms now privately rent. Justifies Leviathan's claim that compute, data, and protocols belong to a constitutional commons.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_ENT13", "title": "The Entrepreneurial State: Debunking Public vs. Private Sector Myths", "authors": "Mariana Mazzucato", "year": "2013", "source_url": "https://marianamazzucato.com/books/the-entrepreneurial-state/", "category": "book", "what_it_brings": "Public investment created the foundational tech that private platforms now privately rent. Justifies Leviathan's claim that compute, data, and protocols belong to a constitutional commons.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_GUARDIAN_CHATGPT24": { "id": "MAZZUCATO_GUARDIAN_CHATGPT24", "title": "The Ugly Truth Behind ChatGPT: AI is Guzzling Resources at Planet-Eating Rates (Guardian)", "authors": [ "Mariana Mazzucato" ], "year": "2024-05", "source_url": "https://www.theguardian.com/commentisfree/article/2024/may/30/ugly-truth-ai-chatgpt-guzzling-resources-environment", "source_url_raw": "https://www.theguardian.com/commentisfree/article/2024/may/30/ugly-truth-ai-chatgpt-guzzling-resources-environment", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Material-cost framing extends Crawford's Atlas. Leviathan's federated/local-first architecture directly addresses the resource concentration.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 59, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_GUARDIAN_CHATGPT24", "title": "The Ugly Truth Behind ChatGPT: AI is Guzzling Resources at Planet-Eating Rates (Guardian)", "authors": "Mariana Mazzucato", "year": "2024-05", "source_url": "https://www.theguardian.com/commentisfree/article/2024/may/30/ugly-truth-ai-chatgpt-guzzling-resources-environment", "category": "essay", "what_it_brings": "Material-cost framing extends Crawford's Atlas. Leviathan's federated/local-first architecture directly addresses the resource concentration.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_MISSION21": { "id": "MAZZUCATO_MISSION21", "title": "Mission Economy: A Moonshot Guide to Changing Capitalism", "authors": [ "Mariana Mazzucato" ], "year": "2021", "source_url": "https://www.penguinrandomhouse.com/books/611670/mission-economy-by-mariana-mazzucato/", "source_url_raw": "https://www.penguinrandomhouse.com/books/611670/mission-economy-by-mariana-mazzucato/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "The \"mission-oriented\" alternative to laissez-faire — public-purpose-led innovation. Adjacent (state-led) alternative to Leviathan's federation-led path.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 57, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_MISSION21", "title": "Mission Economy: A Moonshot Guide to Changing Capitalism", "authors": "Mariana Mazzucato", "year": "2021", "source_url": "https://www.penguinrandomhouse.com/books/611670/mission-economy-by-mariana-mazzucato/", "category": "book", "what_it_brings": "The \"mission-oriented\" alternative to laissez-faire — public-purpose-led innovation. Adjacent (state-led) alternative to Leviathan's federation-led path.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_PS_AI24": { "id": "MAZZUCATO_PS_AI24", "title": "AI in the Common Interest (Project Syndicate, with Gabriela Ramos)", "authors": [ "Mariana Mazzucato", "Gabriela Ramos" ], "year": "2022-12", "source_url": "https://www.project-syndicate.org/commentary/ethical-ai-requires-state-regulatory-frameworks-capacity-building-by-gabriela-ramos-and-mariana-mazzucato-2022-12", "source_url_raw": "https://www.project-syndicate.org/commentary/ethical-ai-requires-state-regulatory-frameworks-capacity-building-by-gabriela-ramos-and-mariana-mazzucato-2022-12", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "proposed-alternative", "what_it_brings": "Argues AI must be governed for common interest via state capacity. Useful counterpoint Leviathan must engage: state-led vs. federation-led paths.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 58, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_PS_AI24", "title": "AI in the Common Interest (Project Syndicate, with Gabriela Ramos)", "authors": "Mariana Mazzucato, Gabriela Ramos", "year": "2022-12", "source_url": "https://www.project-syndicate.org/commentary/ethical-ai-requires-state-regulatory-frameworks-capacity-building-by-gabriela-ramos-and-mariana-mazzucato-2022-12", "category": "essay", "what_it_brings": "Argues AI must be governed for common interest via state capacity. Useful counterpoint Leviathan must engage: state-led vs. federation-led paths.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_PS_FEUD19": { "id": "MAZZUCATO_PS_FEUD19", "title": "Preventing Digital Feudalism (Project Syndicate)", "authors": [ "Mariana Mazzucato" ], "year": "2019-10", "source_url": "https://www.project-syndicate.org/commentary/platform-economy-digital-feudalism-by-mariana-mazzucato-2019-10", "source_url_raw": "https://www.project-syndicate.org/commentary/platform-economy-digital-feudalism-by-mariana-mazzucato-2019-10", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "diagnosis", "what_it_brings": "Pre-Varoufakis use of \"digital feudalism\" frame from a state-economist perspective. Useful citation showing the diagnosis is multi-traditional.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 60, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_PS_FEUD19", "title": "Preventing Digital Feudalism (Project Syndicate)", "authors": "Mariana Mazzucato", "year": "2019-10", "source_url": "https://www.project-syndicate.org/commentary/platform-economy-digital-feudalism-by-mariana-mazzucato-2019-10", "category": "essay", "what_it_brings": "Pre-Varoufakis use of \"digital feudalism\" frame from a state-economist perspective. Useful citation showing the diagnosis is multi-traditional.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MAZZUCATO_VOE18": { "id": "MAZZUCATO_VOE18", "title": "The Value of Everything: Making and Taking in the Global Economy", "authors": [ "Mariana Mazzucato" ], "year": "2018", "source_url": "https://www.penguinrandomhouse.com/books/562440/the-value-of-everything-by-mariana-mazzucato/", "source_url_raw": "https://www.penguinrandomhouse.com/books/562440/the-value-of-everything-by-mariana-mazzucato/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "Distinguishes value-creation from value-extraction; AI platforms are paradigmatic extractors. Frames Leviathan's POS as a value-creation instrument users keep.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MAZZUCATO_VOE18", "title": "The Value of Everything: Making and Taking in the Global Economy", "authors": "Mariana Mazzucato", "year": "2018", "source_url": "https://www.penguinrandomhouse.com/books/562440/the-value-of-everything-by-mariana-mazzucato/", "category": "book", "what_it_brings": "Distinguishes value-creation from value-extraction; AI platforms are paradigmatic extractors. Frames Leviathan's POS as a value-creation instrument users keep.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MCPANNOUNCE24": { "id": "MCPANNOUNCE24", "title": "Introducing the Model Context Protocol", "authors": [ "Anthropic" ], "year": "2024", "source_url": "https://www.anthropic.com/news/model-context-protocol", "source_url_raw": "https://www.anthropic.com/news/model-context-protocol", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Open standard (MCP) for connecting AI assistants to data sources/tools.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MCPANNOUNCE24", "title": "Introducing the Model Context Protocol", "authors": "Anthropic", "year": "2024", "source_url": "https://www.anthropic.com/news/model-context-protocol", "category": "product-announcement", "what_it_brings": "Open standard (MCP) for connecting AI assistants to data sources/tools.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MCPCONN25": { "id": "MCPCONN25", "title": "MCP Connectors and Agent SDK", "authors": [ "Anthropic" ], "year": "2025", "source_url": "https://www.anthropic.com/news/mcp-connectors", "source_url_raw": "https://www.anthropic.com/news/mcp-connectors", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Expansion of Model Context Protocol with connectors.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 159, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MCPCONN25", "title": "MCP Connectors and Agent SDK", "authors": "Anthropic", "year": "2025", "source_url": "https://www.anthropic.com/news/mcp-connectors", "category": "product-announcement", "what_it_brings": "Expansion of Model Context Protocol with connectors.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MEANDEC17": { "id": "MEANDEC17", "title": "The Meaning of Decentralization", "authors": [ "Vitalik Buterin" ], "year": "2017", "source_url": "https://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274", "source_url_raw": "urlhttps://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274https://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Canonical decentralization essay; strongest direct grounding for federation without central operator sovereignty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MEANDEC17", "title": "The Meaning of Decentralization", "authors": "Vitalik Buterin", "year": "2017", "source_url": "urlhttps://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274https://medium.com/@VitalikButerin/the-meaning-of-decentralization-a0c92b76a274", "category": "blog-post", "what_it_brings": "Canonical decentralization essay; strongest direct grounding for federation without central operator sovereignty.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "MEASUREPROGRESS23": { "id": "MEASUREPROGRESS23", "title": "Measuring Progress on Scalable Oversight for Large Language Models", "authors": [ "Bowman", "Hyun", "Perez, et al." ], "year": "2022", "source_url": "https://arxiv.org/abs/2211.03540", "source_url_raw": "https://arxiv.org/abs/2211.03540", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Sandwiching experimental setup for studying scalable oversight.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 46, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MEASUREPROGRESS23", "title": "Measuring Progress on Scalable Oversight for Large Language Models", "authors": "Bowman, Hyun, Perez, et al.", "year": "2022", "source_url": "https://arxiv.org/abs/2211.03540", "category": "research-paper", "what_it_brings": "Sandwiching experimental setup for studying scalable oversight.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MECHINTERPESSAY22": { "id": "MECHINTERPESSAY22", "title": "Mechanistic Interpretability, Variables, and the Importance of Interpretable Bases", "authors": [ "Olah" ], "year": "2022", "source_url": "https://transformer-circuits.pub/2022/mech-interp-essay/index.html", "source_url_raw": "https://transformer-circuits.pub/2022/mech-interp-essay/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "Conceptual essay framing why interpretable bases matter for mech-interp.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MECHINTERPESSAY22", "title": "Mechanistic Interpretability, Variables, and the Importance of Interpretable Bases", "authors": "Olah", "year": "2022", "source_url": "https://transformer-circuits.pub/2022/mech-interp-essay/index.html", "category": "interpretability", "what_it_brings": "Conceptual essay framing why interpretable bases matter for mech-interp.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MECH_ANOMALY22": { "id": "MECH_ANOMALY22", "title": "Mechanistic anomaly detection and ELK", "authors": [ "Paul Christiano" ], "year": "2022-11", "source_url": "https://www.alignment.org/blog/mechanistic-anomaly-detection-and-elk/", "source_url_raw": "urlalignment.org/.../mechanistic-anomaly-detection-and-elkhttps://www.alignment.org/blog/mechanistic-anomaly-detection-and-elk/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Outlines ARC’s pivot toward mechanism-level oversight rather than behavior-only oversight. Strong citation against the sufficiency of normative constitutions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MECH_ANOMALY22", "title": "Mechanistic anomaly detection and ELK", "authors": "Paul Christiano", "year": "2022-11", "source_url": "urlalignment.org/.../mechanistic-anomaly-detection-and-elkhttps://www.alignment.org/blog/mechanistic-anomaly-detection-and-elk/", "category": "interpretability", "what_it_brings": "Outlines ARC’s pivot toward mechanism-level oversight rather than behavior-only oversight. Strong citation against the sufficiency of normative constitutions.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MEDGEMMA_24": { "id": "MEDGEMMA_24", "title": "MedGemma: Medical consultation topics", "authors": [ "Google DeepMind" ], "year": "2024", "source_url": "https://en.wikipedia.org/wiki/Gemma_(language_model)", "source_url_raw": "https://en.wikipedia.org/wiki/Gemma_(language_model)", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Tailors the open Gemma architecture for medical reasoning. This demonstrates the viability of domain-specific constitutional instances where specialized agents are governed by highly rigorous, localized healthcare ethics protocols.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 39, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "MEDGEMMA_24", "title": "MedGemma: Medical consultation topics", "authors": "Google DeepMind", "year": "2024", "source_url": "https://en.wikipedia.org/wiki/Gemma_(language_model)", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Tailors the open Gemma architecture for medical reasoning. This demonstrates the viability of domain-specific constitutional instances where specialized agents are governed by highly rigorous, localized healthcare ethics protocols." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "MEMGPT23": { "id": "MEMGPT23", "title": "MemGPT: Towards LLMs as Operating Systems", "authors": [ "Gu", "Li", "Karra, et al. (UC Berkeley)" ], "year": "2023", "source_url": "https://arxiv.org/abs/2310.08560", "source_url_raw": "https://arxiv.org/abs/2310.08560", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "recent-validation", "what_it_brings": "First systematic approach to tiered memory management (main, recall, archival) for long-context agents. Enables agents to maintain coherent memory across conversation sessions, evicting to disk and retrieving semantically. Core architecture now industrialized (Letta).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MEMGPT23", "title": "MemGPT: Towards LLMs as Operating Systems", "authors": "Gu, Li, Karra, et al. (UC Berkeley)", "year": "2023", "source_url": "https://arxiv.org/abs/2310.08560", "category": "technique", "what_it_brings": "First systematic approach to tiered memory management (main, recall, archival) for long-context agents. Enables agents to maintain coherent memory across conversation sessions, evicting to disk and retrieving semantically. 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source identity and availability are not established.", "category": "research-paper", "lineage_type": "interpretability", "what_it_brings": "Analyzes multi-LLM \"sparta tribe\" models competing to dynamically map whole-brain electrophysiological networks, proving that ensembles of agents can cooperatively decode complex human thought.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 61, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "META_WBEN25", "title": "Integrating scalp EEG and intracranial EEG for WBEN estimation", "authors": "NeurIPS Session", "year": "2025-12", "source_url": "https://neurips.cc/virtual/2025/loc/san-diego/session/128336", "category": "research-paper", "what_it_brings": "Analyzes multi-LLM \"sparta tribe\" models competing to dynamically map whole-brain electrophysiological networks, proving that ensembles of agents can cooperatively decode complex human thought.", "lineage_type": "interpretability" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "METHODOLOGY21": { "id": "METHODOLOGY21", "title": "My research methodology", "authors": [ "Paul Christiano" ], "year": "2021-03", "source_url": "https://www.alignmentforum.org/posts/EF5M6CmKRd6qZk27Z/my-research-methodology", "source_url_raw": "urlalignmentforum.org/.../my-research-methodologyhttps://www.alignmentforum.org/posts/EF5M6CmKRd6qZk27Z/my-research-methodology", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Explains the “worst plausible case” methodology behind Christiano’s work. Important because it explicitly treats optimistic empirical vibes as insufficient.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 59, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "METHODOLOGY21", "title": "My research methodology", "authors": "Paul Christiano", "year": "2021-03", "source_url": "urlalignmentforum.org/.../my-research-methodologyhttps://www.alignmentforum.org/posts/EF5M6CmKRd6qZk27Z/my-research-methodology", "category": "blog-post", "what_it_brings": "Explains the “worst plausible case” methodology behind Christiano’s work. Important because it explicitly treats optimistic empirical vibes as insufficient.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MICHAELSON_REALCOST_SC22": { "id": "MICHAELSON_REALCOST_SC22", "title": "The Real Cost of Surveillance Capitalism: Digital Humanism in the United States and Europe", "authors": [ "Roger Michaelson (Springer chapter)" ], "year": "2022", "source_url": "https://link.springer.com/chapter/10.1007/978-3-030-86144-5_5", "source_url_raw": "https://link.springer.com/chapter/10.1007/978-3-030-86144-5_5", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Argues Zuboff overstates \"surveillance capitalism\" as causal — real culprit is governance failure. Useful internal critique Leviathan can absorb without abandoning the diagnosis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MICHAELSON_REALCOST_SC22", "title": "The Real Cost of Surveillance Capitalism: Digital Humanism in the United States and Europe", "authors": "Roger Michaelson (Springer chapter)", "year": "2022", "source_url": "https://link.springer.com/chapter/10.1007/978-3-030-86144-5_5", "category": "research-paper", "what_it_brings": "Argues Zuboff overstates \"surveillance capitalism\" as causal — real culprit is governance failure. Useful internal critique Leviathan can absorb without abandoning the diagnosis.", "lineage_type": "critique" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "MIDTRAIN26": { "id": "MIDTRAIN26", "title": "How far does alignment midtraining generalize?", "authors": [ "OpenAI" ], "year": "2026-03", "source_url": "https://alignment.openai.com/how-far-does-alignment-midtraining-generalize/", "source_url_raw": "https://alignment.openai.com/how-far-does-alignment-midtraining-generalize/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "Studies whether alignment generalizes across tasks and modes, central to any constitutional stack.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIDTRAIN26", "title": "How far does alignment midtraining generalize?", "authors": "OpenAI", "year": "2026-03", "source_url": "https://alignment.openai.com/how-far-does-alignment-midtraining-generalize/", "category": "alignment-research", "what_it_brings": "Studies whether alignment generalizes across tasks and modes, central to any constitutional stack.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "MIP10123": { "id": "MIP10123", "title": "MIP101: The Maker Constitution", "authors": [ "Maker governance contributors" ], "year": "2023", "source_url": "https://forum.sky.money/t/mip101-the-maker-constitution/19621", "source_url_raw": "urlhttps://forum.sky.money/t/mip101-the-maker-constitution/19621turn6view1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "One of the clearest DAO attempts at constitutionalizing governance; directly relevant to machine-readable constitutional design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIP10123", "title": "MIP101: The Maker Constitution", "authors": "Maker governance contributors", "year": "2023", "source_url": "urlhttps://forum.sky.money/t/mip101-the-maker-constitution/19621turn6view1", "category": "governance-document", "what_it_brings": "One of the clearest DAO attempts at constitutionalizing governance; directly relevant to machine-readable constitutional design.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MIP102SP723": { "id": "MIP102SP723", "title": "MIP102c2-SP7: MIP Amendment Subproposals", "authors": [ "Maker governance contributors" ], "year": "2023", "source_url": "https://mips.makerdao.com/mips/details/MIP102c2SP7", "source_url_raw": "urlhttps://mips.makerdao.com/mips/details/MIP102c2SP7turn34search3", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Shows how Endgame consolidated and amended multiple governance artifacts at once; useful for studying constitutional bundle risk.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIP102SP723", "title": "MIP102c2-SP7: MIP Amendment Subproposals", "authors": "Maker governance contributors", "year": "2023", "source_url": "urlhttps://mips.makerdao.com/mips/details/MIP102c2SP7turn34search3", "category": "governance-document", "what_it_brings": "Shows how Endgame consolidated and amended multiple governance artifacts at once; useful for studying constitutional bundle risk.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MIRI_BRIEFING24": { "id": "MIRI_BRIEFING24", "title": "The Briefing", "authors": [ "Machine Intelligence Research Institute" ], "year": "2024", "source_url": "https://intelligence.org/briefing/", "source_url_raw": "urlintelligence.org/briefinghttps://intelligence.org/briefing/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Compact statement of MIRI’s current “off-switch” governance posture. Useful for citing the strongest institutional form of the doom case.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIRI_BRIEFING24", "title": "The Briefing", "authors": "Machine Intelligence Research Institute", "year": "2024", "source_url": "urlintelligence.org/briefinghttps://intelligence.org/briefing/", "category": "governance-document", "what_it_brings": "Compact statement of MIRI’s current “off-switch” governance posture. Useful for citing the strongest institutional form of the doom case.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MIRI_RESEARCH24": { "id": "MIRI_RESEARCH24", "title": "AI Governance to Avoid Extinction: The Strategic Landscape and Actionable Research Questions", "authors": [ "Peter Barnett", "Aaron Scher" ], "year": "2024", "source_url": "https://intelligence.org/research/", "source_url_raw": "urlintelligence.org/researchhttps://intelligence.org/research/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "This is the cleanest public evidence of MIRI’s governance pivot. It partially validates Leviathan’s view that institutional design is indispensable, even while rejecting Leviathan’s optimism.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 44, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIRI_RESEARCH24", "title": "AI Governance to Avoid Extinction: The Strategic Landscape and Actionable Research Questions", "authors": "Peter Barnett, Aaron Scher", "year": "2024", "source_url": "urlintelligence.org/researchhttps://intelligence.org/research/", "category": "governance-document", "what_it_brings": "This is the cleanest public evidence of MIRI’s governance pivot. It partially validates Leviathan’s view that institutional design is indispensable, even while rejecting Leviathan’s optimism.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MIRI_RESEARCHDIR18": { "id": "MIRI_RESEARCHDIR18", "title": "2018 Update: Our New Research Directions", "authors": [ "Nate Soares" ], "year": "2018-11", "source_url": "https://intelligence.org/2018/11/22/2018-update-our-new-research-directions/", "source_url_raw": "urlintelligence.org/2018/11/22/2018-update-our-new-research-directionshttps://intelligence.org/2018/11/22/2018-update-our-new-research-directions/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Shows MIRI reorienting toward transparency/alignability-by-design concerns and away from comfort with gradient-descent scaling. Important for lineage continuity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 42, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIRI_RESEARCHDIR18", "title": "2018 Update: Our New Research Directions", "authors": "Nate Soares", "year": "2018-11", "source_url": "urlintelligence.org/2018/11/22/2018-update-our-new-research-directionshttps://intelligence.org/2018/11/22/2018-update-our-new-research-directions/", "category": "blog-post", "what_it_brings": "Shows MIRI reorienting toward transparency/alignability-by-design concerns and away from comfort with gradient-descent scaling. Important for lineage continuity.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MIRI_RESEARCHGUIDE15": { "id": "MIRI_RESEARCHGUIDE15", "title": "A Guide to MIRI’s Research", "authors": [ "Nate Soares" ], "year": "2015", "source_url": "https://intelligence.org/research-guide/", "source_url_raw": "urlintelligence.org/research-guidehttps://intelligence.org/research-guide/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Best single map of classical MIRI/agent-foundations research. Useful for showing that doom arguments were backed by a deep formal program, not only rhetoric.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIRI_RESEARCHGUIDE15", "title": "A Guide to MIRI’s Research", "authors": "Nate Soares", "year": "2015", "source_url": "urlintelligence.org/research-guidehttps://intelligence.org/research-guide/", "category": "technical-report", "what_it_brings": "Best single map of classical MIRI/agent-foundations research. Useful for showing that doom arguments were backed by a deep formal program, not only rhetoric.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "MIRRORCF21": { "id": "MIRRORCF21", "title": "Grand Opening: Crowdfunds Go Public", "authors": [ "Mirror" ], "year": "2021-09", "source_url": "https://dev.mirror.xyz/kkpmBMFAeKlCv4zi2HcyO0MfmpguVqTHoo-DL0WxwS8", "source_url_raw": "urlhttps://dev.mirror.xyz/kkpmBMFAeKlCv4zi2HcyO0MfmpguVqTHoo-DL0WxwS8turn27search4", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "product-evidence", "what_it_brings": "Explains Mirror’s crowdfund/community-token mechanics; useful as an early creator-DAO governance experiment.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 67, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MIRRORCF21", "title": "Grand Opening: Crowdfunds Go Public", "authors": "Mirror", "year": "2021-09", "source_url": "urlhttps://dev.mirror.xyz/kkpmBMFAeKlCv4zi2HcyO0MfmpguVqTHoo-DL0WxwS8turn27search4", "category": "blog-post", "what_it_brings": "Explains Mirror’s crowdfund/community-token mechanics; useful as an early creator-DAO governance experiment.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "MODELDIFFING24": { "id": "MODELDIFFING24", "title": "Stage-Wise Model Diffing", "authors": [ "Anthropic Interpretability Team" ], "year": "2024", "source_url": "https://transformer-circuits.pub/2024/model-diffing/index.html", "source_url_raw": "https://transformer-circuits.pub/2024/model-diffing/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Diffing models via dictionary fine-tuning to detect changes after training.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 69, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MODELDIFFING24", "title": "Stage-Wise Model Diffing", "authors": "Anthropic Interpretability Team", "year": "2024", "source_url": "https://transformer-circuits.pub/2024/model-diffing/index.html", "category": "interpretability", "what_it_brings": "Diffing models via dictionary fine-tuning to detect changes after training.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "MODEL_EVAL26": { "id": "MODEL_EVAL26", "title": "Introducing Model Spec Evals", "authors": [ "OpenAI" ], "year": "2026-03", "source_url": "https://alignment.openai.com/model-spec-evals/", "source_url_raw": "https://alignment.openai.com/model-spec-evals/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Converts constitutional text into auditable behavioral tests, directly relevant to Leviathan’s thesis that principles must be testable.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "MODEL_EVAL26", "title": "Introducing Model Spec Evals", "authors": "OpenAI", "year": "2026-03", "source_url": "https://alignment.openai.com/model-spec-evals/", "category": "alignment-research", "what_it_brings": "Converts constitutional text into auditable behavioral tests, directly relevant to Leviathan’s thesis that principles must be testable.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "MODEL_SPEC24": { "id": "MODEL_SPEC24", "title": "Model Spec (2024/05/08)", "authors": [ "OpenAI" ], "year": "2024-05", "source_url": "https://cdn.openai.com/spec/model-spec-2024-05-08.html", "source_url_raw": "https://cdn.openai.com/spec/model-spec-2024-05-08.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; 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no scheme was guessed.", "category": "twitter-post", "lineage_type": "self-aware-warning", "what_it_brings": "A classic human-agency anxiety quote: humanity as prelude rather than principal. citeturn11view2", "quote": "“Hope we’re not just the biological boot loader for digital superintelligence.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 21, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_BOOTLOADER_2014", "title": "AI risk tweets reported by CBS", "authors": "Elon Musk", "year": "2014-08", "source_url": "urlcbsnews.com/ai-more-dangerous-than-nukesturn11view2", "category": "twitter-post", "quote": "“Hope we’re not just the biological boot loader for digital superintelligence.”", "what_it_brings": "A classic human-agency anxiety quote: humanity as prelude rather than principal. citeturn11view2", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_COUNTERBALANCE_2015": { "id": "MUSK_COUNTERBALANCE_2015", "title": "Trial testimony reported by Business Insider", "authors": [ "Elon Musk" ], "year": "2026-04", "source_url": "", "source_url_raw": "urlbusinessinsider.com/freemind-emails-showturn11view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "interview-quote", "lineage_type": "power-consolidation-evidence", "what_it_brings": "OpenAI’s founding is framed not as decentralization in principle, but as counter-power against another giant. citeturn11view0", "quote": "“I thought it was extremely important to have a counterbalance to Google.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 24, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_COUNTERBALANCE_2015", "title": "Trial testimony reported by Business Insider", "authors": "Elon Musk", "year": "2026-04", "source_url": "urlbusinessinsider.com/freemind-emails-showturn11view0", "category": "interview-quote", "quote": "“I thought it was extremely important to have a counterbalance to Google.”", "what_it_brings": "OpenAI’s founding is framed not as decentralization in principle, but as counter-power against another giant. citeturn11view0", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_DEMON_2014": { "id": "MUSK_DEMON_2014", "title": "MIT AeroAstro symposium reported by The Washington Post", "authors": [ "Elon Musk" ], "year": "2014-10", "source_url": "", "source_url_raw": "urlwashingtonpost.com/musk-summoning-the-demonturn11view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "talk-quote", "lineage_type": "contradiction", "what_it_brings": "One of the canonical public warnings that later makes Musk’s own frontier-buildout impossible to ignore. citeturn11view1", "quote": "“With artificial intelligence we are summoning the demon.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 22, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_DEMON_2014", "title": "MIT AeroAstro symposium reported by The Washington Post", "authors": "Elon Musk", "year": "2014-10", "source_url": "urlwashingtonpost.com/musk-summoning-the-demonturn11view1", "category": "talk-quote", "quote": "“With artificial intelligence we are summoning the demon.”", "what_it_brings": "One of the canonical public warnings that later makes Musk’s own frontier-buildout impossible to ignore. citeturn11view1", "lineage_type": "contradiction" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_FREEMIND_2015": { "id": "MUSK_FREEMIND_2015", "title": "OpenAI naming emails revealed in court", "authors": [ "Elon Musk" ], "year": "2015", "source_url": "", "source_url_raw": "urlbusinessinsider.com/freemind-emails-showturn11view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "leaked-statement", "lineage_type": "contradiction", "what_it_brings": "This is the strongest early “open” positioning evidence and a clean contrast with subsequent centralized AI empires. citeturn11view0", "quote": "“digital intelligence that will be freely available to all [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 23, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_FREEMIND_2015", "title": "OpenAI naming emails revealed in court", "authors": "Elon Musk", "year": "2015", "source_url": "urlbusinessinsider.com/freemind-emails-showturn11view0", "category": "leaked-statement", "quote": "“digital intelligence that will be freely available to all [...]”", "what_it_brings": "This is the strongest early “open” positioning evidence and a clean contrast with subsequent centralized AI empires. citeturn11view0", "lineage_type": "contradiction" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_GROK_2023_A": { "id": "MUSK_GROK_2023_A", "title": "Announcing Grok", "authors": [ "xAI" ], "year": "2023-11", "source_url": "", "source_url_raw": "urlx.ai/news/grokturn7view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "techno-optimist-counter", "what_it_brings": "xAI makes anti-guardrail style part of the product identity, not a side effect. citeturn7view0", "quote": "“Grok [...] has a rebellious streak”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 30, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_GROK_2023_A", "title": "Announcing Grok", "authors": "xAI", "year": "2023-11", "source_url": "urlx.ai/news/grokturn7view0", "category": "blog-essay", "quote": "“Grok [...] has a rebellious streak”", "what_it_brings": "xAI makes anti-guardrail style part of the product identity, not a side effect. citeturn7view0", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_GROK_2023_B": { "id": "MUSK_GROK_2023_B", "title": "Announcing Grok", "authors": [ "xAI" ], "year": "2023-11", "source_url": "", "source_url_raw": "urlx.ai/news/grokturn7view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "blog-essay", "lineage_type": "techno-optimist-counter", "what_it_brings": "A public invitation to see loosened moderation as a virtue, which bears directly on constitutional questions. citeturn7view0", "quote": "“It will also answer spicy questions [...]”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 31, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_GROK_2023_B", "title": "Announcing Grok", "authors": "xAI", "year": "2023-11", "source_url": "urlx.ai/news/grokturn7view0", "category": "blog-essay", "quote": "“It will also answer spicy questions [...]”", "what_it_brings": "A public invitation to see loosened moderation as a virtue, which bears directly on constitutional questions. citeturn7view0", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_GROK_2024": { "id": "MUSK_GROK_2024", "title": "Open Release of Grok-1", "authors": [ "xAI" ], "year": "2024-03", "source_url": "", "source_url_raw": "urlx.ai/news/grok-osturn7view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; 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no scheme was guessed.", "category": "podcast-quote", "lineage_type": "self-aware-warning", "what_it_brings": "The human baseline is explicitly subordinated; Neuralink appears as a compensatory sovereignty technology. citeturn13view1", "quote": "“We’ll not be able to hold a candle to AI.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 33, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_NEURALINK_2018", "title": "Joe Rogan discussion on AI and human symbiosis", "authors": "Elon Musk", "year": "2018-09", "source_url": "urlorganism.earth/human-civilization-and-aiturn13view1", "category": "podcast-quote", "quote": "“We’ll not be able to hold a candle to AI.”", "what_it_brings": "The human baseline is explicitly subordinated; Neuralink appears as a compensatory sovereignty technology. citeturn13view1", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "MUSK_NEURALINK_2024": { "id": "MUSK_NEURALINK_2024", "title": "Lex Fridman on Neuralink and AI", "authors": [ "Elon Musk" ], "year": "2024-08", "source_url": "", "source_url_raw": "urllexfridman.com/elon-musk-and-neuralink-team-transcriptturn13view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "inadvertent-honest", "what_it_brings": "Human agency becomes a bandwidth problem; constitutional arguments become almost inevitable from this framing. citeturn14view0", "quote": "“If the AI can communicate at terabits per second [...] it’s like talking to a tree.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 34, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "MUSK_NEURALINK_2024", "title": "Lex Fridman on Neuralink and AI", "authors": "Elon Musk", "year": "2024-08", "source_url": "urllexfridman.com/elon-musk-and-neuralink-team-transcriptturn13view0", "category": "podcast-quote", "quote": "“If the AI can communicate at terabits per second [...] it’s like talking to a tree.”", "what_it_brings": "Human agency becomes a bandwidth problem; 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no scheme was guessed.", "category": "twitter-post", "lineage_type": "self-aware-warning", "what_it_brings": "The foundational Musk warning: existential-risk rhetoric long predates xAI and later “anti-woke/truth” product branding. citeturn11view2", "quote": "“We need to be super careful with AI. 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source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "Trains Claude to translate its internal state into human-readable natural language.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 109, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NLAUTOENC26", "title": "Natural Language Autoencoders: Turning Claude's Thoughts into Text", "authors": "Fraser-Taliente, Kantamneni, Ong, et al.", "year": "2026", "source_url": "https://transformer-circuits.pub/2026/nla/index.html", "category": "interpretability", "what_it_brings": "Trains Claude to translate its internal state into human-readable natural language.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "NL_ALEX24": { "id": "NL_ALEX24", "title": "Second human implant (Alex) utilizing CAD software and robotics", "authors": [ "Neuralink" ], "year": "2024-08", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_raw": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Validates the repeatability of the N1 implant while radically expanding use-cases from simple cursor control to 3D architectural design and direct robotic limb embodiment.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_ALEX24", "title": "Second human implant (Alex) utilizing CAD software and robotics", "authors": "Neuralink", "year": "2024-08", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "category": "case-study", "what_it_brings": "Validates the repeatability of the N1 implant while radically expanding use-cases from simple cursor control to 3D architectural design and direct robotic limb embodiment.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_BIDIRECTION24": { "id": "NL_BIDIRECTION24", "title": "Neuralink novel bidirectional communication method", "authors": [ "Al-Kindi" ], "year": "2024", "source_url": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "source_url_raw": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Details the exact mechanisms allowing data to flow back into the brain, highlighting the existential risk of corporate AI injecting unaligned or malicious stimuli directly into user perception.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 53, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_BIDIRECTION24", "title": "Neuralink novel bidirectional communication method", "authors": "Al-Kindi", "year": "2024", "source_url": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "category": "technical-report", "what_it_brings": "Details the exact mechanisms allowing data to flow back into the brain, highlighting the existential risk of corporate AI injecting unaligned or malicious stimuli directly into user perception.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_BLINDSIGHT25": { "id": "NL_BLINDSIGHT25", "title": "Blindsight FDA Breakthrough Device Designation", "authors": [ "US FDA" ], "year": "2025-09", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "source_url_raw": "https://en.wikipedia.org/wiki/Neuralink", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Officially recognizes the capability of BCIs to bypass peripheral organs and write high-resolution sensory data directly into the human visual cortex, fundamentally altering human perceptual sovereignty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_BLINDSIGHT25", "title": "Blindsight FDA Breakthrough Device Designation", "authors": "US FDA", "year": "2025-09", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "category": "policy", "what_it_brings": "Officially recognizes the capability of BCIs to bypass peripheral organs and write high-resolution sensory data directly into the human visual cortex, fundamentally altering human perceptual sovereignty.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_CANADA25": { "id": "NL_CANADA25", "title": "Canada's first Neuralink brain implant surgeries at University Health Network", "authors": [ "Neuralink / UHN" ], "year": "2025-08", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "source_url_raw": "https://en.wikipedia.org/wiki/Neuralink", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "real-world-precedent", "what_it_brings": "Demonstrates the rapid international expansion of invasive neural reading/writing architectures beyond US regulatory jurisdictions, necessitating globally interoperable neuro-constitutional treaties.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 38, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_CANADA25", "title": "Canada's first Neuralink brain implant surgeries at University Health Network", "authors": "Neuralink / UHN", "year": "2025-08", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "category": "product-announcement", "what_it_brings": "Demonstrates the rapid international expansion of invasive neural reading/writing architectures beyond US regulatory jurisdictions, necessitating globally interoperable neuro-constitutional treaties.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_CEREBRAL20": { "id": "NL_CEREBRAL20", "title": "Cerebral electrical impulses to create a communication link", "authors": [ "Soldozy", "S., et al." ], "year": "2020", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Demonstrates the fundamental electrophysiological techniques used to convert chaotic brain waves into structured digital packets, the essential translation layer requiring alignment and encryption protocols.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 49, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_CEREBRAL20", "title": "Cerebral electrical impulses to create a communication link", "authors": "Soldozy, S., et al.", "year": "2020", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "category": "research-paper", "what_it_brings": "Demonstrates the fundamental electrophysiological techniques used to convert chaotic brain waves into structured digital packets, the essential translation layer requiring alignment and encryption protocols.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_CHRONIC25": { "id": "NL_CHRONIC25", "title": "Chronically stable, high-resolution micro-electrocorticographic BCIs", "authors": [ "Zhou", "E., et al." ], "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Validates the long-term material stability of high-resolution cortical interfaces, ensuring that once humans are connected to the network, the connection remains persistently viable across years of usage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 52, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_CHRONIC25", "title": "Chronically stable, high-resolution micro-electrocorticographic BCIs", "authors": "Zhou, E., et al.", "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "category": "research-paper", "what_it_brings": "Validates the long-term material stability of high-resolution cortical interfaces, ensuring that once humans are connected to the network, the connection remains persistently viable across years of usage.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_CMSIDE26": { "id": "NL_CMSIDE26", "title": "Investigational Device Exemption IDE Studies NCT07062471", "authors": [ "CMS" ], "year": "2026-04", "source_url": "https://www.cms.gov/medicare/coverage/investigational-device-exemption-ide-studies/approved", "source_url_raw": "https://www.cms.gov/medicare/coverage/investigational-device-exemption-ide-studies/approved", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Confirms ongoing federal tracking and billing structures for implantable neurotechnology, signifying the deep institutional normalization of brain-computer interfaces within the broader state healthcare apparatus.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_CMSIDE26", "title": "Investigational Device Exemption IDE Studies NCT07062471", "authors": "CMS", "year": "2026-04", "source_url": "https://www.cms.gov/medicare/coverage/investigational-device-exemption-ide-studies/approved", "category": "governance-document", "what_it_brings": "Confirms ongoing federal tracking and billing structures for implantable neurotechnology, signifying the deep institutional normalization of brain-computer interfaces within the broader state healthcare apparatus.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_CONVOY24": { "id": "NL_CONVOY24", "title": "CONVOY study potentially using Link to control physical robotic limbs", "authors": [ "Neuralink" ], "year": "2024", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_raw": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Indicates the direct translation of human neural intent into heavy physical machinery, posing immense physical safety risks if the intervening AI routing layer is not governed by strict constitutional constraints.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_CONVOY24", "title": "CONVOY study potentially using Link to control physical robotic limbs", "authors": "Neuralink", "year": "2024", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "category": "case-study", "what_it_brings": "Indicates the direct translation of human neural intent into heavy physical machinery, posing immense physical safety risks if the intervening AI routing layer is not governed by strict constitutional constraints.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_DUALIMPLANT25": { "id": "NL_DUALIMPLANT25", "title": "Neuralink Dual-Implant Digital Neural Bridge Architecture", "authors": [ "Neuralink" ], "year": "2025-12", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "source_url_raw": "https://eu.36kr.com/de/p/3580592020421766", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Outlines mechanisms for decoding cerebral intent and writing impulses directly to peripheral spinal nerves, proving the entire human nervous system is now an accessible read/write network surface.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 41, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_DUALIMPLANT25", "title": "Neuralink Dual-Implant Digital Neural Bridge Architecture", "authors": "Neuralink", "year": "2025-12", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "category": "technical-report", "what_it_brings": "Outlines mechanisms for decoding cerebral intent and writing impulses directly to peripheral spinal nerves, proving the entire human nervous system is now an accessible read/write network surface.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_DUALUPGRADE25": { "id": "NL_DUALUPGRADE25", "title": "Neuralink's upgrade experiment with dual-implant plan", "authors": [ "36kr" ], "year": "2025", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "source_url_raw": "https://eu.36kr.com/de/p/3580592020421766", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Reports on the transition toward \"digital neural bridges\" that effectively sever and reroute organic pathways through proprietary corporate hardware, representing the ultimate Hobbesian takeover of human biology.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 47, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_DUALUPGRADE25", "title": "Neuralink's upgrade experiment with dual-implant plan", "authors": "36kr", "year": "2025", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "category": "blog-post", "what_it_brings": "Reports on the transition toward \"digital neural bridges\" that effectively sever and reroute organic pathways through proprietary corporate hardware, representing the ultimate Hobbesian takeover of human biology.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_FDAIDE23": { "id": "NL_FDAIDE23", "title": "Investigational Device Exemption (IDE) Approval for PRIME Study", "authors": [ "US FDA" ], "year": "2023-05", "source_url": "https://neuralink.com/updates/", "source_url_raw": "https://neuralink.com/updates/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "real-world-precedent", "what_it_brings": "Provides federal regulatory validation for 1024-channel neural read/write arrays in humans, proving the brain-writing convergence is recognized and actively facilitated by state powers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_FDAIDE23", "title": "Investigational Device Exemption (IDE) Approval for PRIME Study", "authors": "US FDA", "year": "2023-05", "source_url": "https://neuralink.com/updates/", "category": "policy", "what_it_brings": "Provides federal regulatory validation for 1024-channel neural read/write arrays in humans, proving the brain-writing convergence is recognized and actively facilitated by state powers.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_FOUNDING19": { "id": "NL_FOUNDING19", "title": "An integrated brain-machine interface platform with thousands of channels", "authors": [ "Musk", "E.", "Neuralink" ], "year": "2019", "source_url": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "source_url_raw": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "The foundational blueprint for commercial, high-bandwidth invasive BCIs, shifting neurotechnology from a medical niche into a scalable consumer augmentation industry requiring robust new constitutional sovereignty models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_FOUNDING19", "title": "An integrated brain-machine interface platform with thousands of channels", "authors": "Musk, E., Neuralink", "year": "2019", "source_url": "https://al-kindipublisher.com/index.php/jcsts/article/view/6769", "category": "technical-report", "what_it_brings": "The foundational blueprint for commercial, high-bandwidth invasive BCIs, shifting neurotechnology from a medical niche into a scalable consumer augmentation industry requiring robust new constitutional sovereignty models.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_FUTURE25": { "id": "NL_FUTURE25", "title": "The future of Neuralink in 2025: Implants and advancements", "authors": [ "TGS Consulting" ], "year": "2025", "source_url": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "source_url_raw": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "review", "lineage_type": "critique", "what_it_brings": "Aggregates near-term projections for BCI consumer expansion, predicting a rapid shift from purely medical applications to elective cognitive augmentations that blur the line between human and machine.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 46, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_FUTURE25", "title": "The future of Neuralink in 2025: Implants and advancements", "authors": "TGS Consulting", "year": "2025", "source_url": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "category": "review", "what_it_brings": "Aggregates near-term projections for BCI consumer expansion, predicting a rapid shift from purely medical applications to elective cognitive augmentations that blur the line between human and machine.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_INTRAVASC24": { "id": "NL_INTRAVASC24", "title": "Intravascular BCI: recording and interpreting neural activity within the brain", "authors": [ "Wang", "X., et al." ], "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Explores highly effective, less-invasive endovascular stent vectors for BCIs, proving that high-bandwidth brain access will not always require open-skull surgery, thereby drastically accelerating mass adoption rates.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 48, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_INTRAVASC24", "title": "Intravascular BCI: recording and interpreting neural activity within the brain", "authors": "Wang, X., et al.", "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "category": "research-paper", "what_it_brings": "Explores highly effective, less-invasive endovascular stent vectors for BCIs, proving that high-bandwidth brain access will not always require open-skull surgery, thereby drastically accelerating mass adoption rates.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_MACAQUE21": { "id": "NL_MACAQUE21", "title": "Macaque monkey playing mind-controlled Pong", "authors": [ "Musk", "E., et al." ], "year": "2021", "source_url": "https://en.wikipedia.org/wiki/Timeline_of_computing_2020%E2%80%93present", "source_url_raw": "https://en.wikipedia.org/wiki/Timeline_of_computing_2020%E2%80%93present", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "The historical inflection point that proved high-channel-count wireless transmission of motor intent was functionally achievable in higher primates, sparking the current neurotechnology arms race.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_MACAQUE21", "title": "Macaque monkey playing mind-controlled Pong", "authors": "Musk, E., et al.", "year": "2021", "source_url": "https://en.wikipedia.org/wiki/Timeline_of_computing_2020%E2%80%93present", "category": "case-study", "what_it_brings": "The historical inflection point that proved high-channel-count wireless transmission of motor intent was functionally achievable in higher primates, sparking the current neurotechnology arms race.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_MINDREAD25": { "id": "NL_MINDREAD25", "title": "Feasibility and limitations of BCI-based mind reading", "authors": [ "Chinese BCI Experts" ], "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12522429/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12522429/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Provides a crucial, hype-critical counterweight by delineating between \"strong\" and \"weak\" mind-reading, establishing what cognitive data is currently vulnerable versus what remains safely obfuscated.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_MINDREAD25", "title": "Feasibility and limitations of BCI-based mind reading", "authors": "Chinese BCI Experts", "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12522429/", "category": "critique", "what_it_brings": "Provides a crucial, hype-critical counterweight by delineating between \"strong\" and \"weak\" mind-reading, establishing what cognitive data is currently vulnerable versus what remains safely obfuscated.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_NOLAND24": { "id": "NL_NOLAND24", "title": "Noland Arbaugh first human implant update and chess demonstration", "authors": [ "Neuralink" ], "year": "2024-03", "source_url": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "source_url_raw": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "The first concrete, public evidence of a human utilizing a wireless cortical BCI for real-time digital agency, proving that thought alone can seamlessly interface with complex external software environments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_NOLAND24", "title": "Noland Arbaugh first human implant update and chess demonstration", "authors": "Neuralink", "year": "2024-03", "source_url": "https://tgsconsulting.com.br/the-future-of-neuralink-in-2025-implants-and-advancements/", "category": "case-study", "what_it_brings": "The first concrete, public evidence of a human utilizing a wireless cortical BCI for real-time digital agency, proving that thought alone can seamlessly interface with complex external software environments.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_OWNERSHIP25": { "id": "NL_OWNERSHIP25", "title": "The imperative necessity to explicitly delineate ownership for brain data", "authors": [ "Yang", "L.", "Jiang", "H." ], "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Argues forcefully for strict proprietary and sovereign frameworks over neural data to avert the exploitation of \"mind-reading\" capabilities, directly aligning with the POS self-custody thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 50, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_OWNERSHIP25", "title": "The imperative necessity to explicitly delineate ownership for brain data", "authors": "Yang, L., Jiang, H.", "year": "2025", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12719500/", "category": "policy", "what_it_brings": "Argues forcefully for strict proprietary and sovereign frameworks over neural data to avert the exploitation of \"mind-reading\" capabilities, directly aligning with the POS self-custody thesis.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_PEREZ25": { "id": "NL_PEREZ25", "title": "The advancements and ethical concerns of Neuralink", "authors": [ "Perez", "C." ], "year": "2025-06", "source_url": "https://medreview.odus.princeton.edu/2025/06/23/", "source_url_raw": "https://medreview.odus.princeton.edu/2025/06/23/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Catalogues the extreme ethical risks posed by integrating 1,024-site bluetooth interfaces directly into the cerebral cortex, demanding robust cryptographic identity checks before localized thought is uploaded to cloud servers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 42, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_PEREZ25", "title": "The advancements and ethical concerns of Neuralink", "authors": "Perez, C.", "year": "2025-06", "source_url": "https://medreview.odus.princeton.edu/2025/06/23/", "category": "critique", "what_it_brings": "Catalogues the extreme ethical risks posed by integrating 1,024-site bluetooth interfaces directly into the cerebral cortex, demanding robust cryptographic identity checks before localized thought is uploaded to cloud servers.", "lineage_type": "critique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_PRIMARY24": { "id": "NL_PRIMARY24", "title": "PRIMARY study 3D objects and graphics", "authors": [ "Neuralink" ], "year": "2024", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_raw": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "product-evidence", "what_it_brings": "Evidence that raw neural outputs can be parsed into highly complex, multi-layered spatial creation tasks, bridging the gap between abstract human imagination and finalized digital asset generation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 44, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_PRIMARY24", "title": "PRIMARY study 3D objects and graphics", "authors": "Neuralink", "year": "2024", "source_url": "https://www.ipo.club/blog/neuralink-begins-testing-brain-controlled-assistive-robotics", "category": "case-study", "what_it_brings": "Evidence that raw neural outputs can be parsed into highly complex, multi-layered spatial creation tasks, bridging the gap between abstract human imagination and finalized digital asset generation.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_PRIME23": { "id": "NL_PRIME23", "title": "Neuralink's First-in-Human Clinical Trial is Open for Recruitment", "authors": [ "Neuralink" ], "year": "2023-08", "source_url": "https://neuralink.com/updates/", "source_url_raw": "https://neuralink.com/updates/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "real-world-precedent", "what_it_brings": "Marks the historical transition of high-density neural interfaces from animal models to human subjects, permanently initiating the era of bidirectional human-computer identity integration.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_PRIME23", "title": "Neuralink's First-in-Human Clinical Trial is Open for Recruitment", "authors": "Neuralink", "year": "2023-08", "source_url": "https://neuralink.com/updates/", "category": "product-announcement", "what_it_brings": "Marks the historical transition of high-density neural interfaces from animal models to human subjects, permanently initiating the era of bidirectional human-computer identity integration.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_R1ROBOT26": { "id": "NL_R1ROBOT26", "title": "Neuralink R1 surgical robot technical specifications", "authors": [ "MarketIntelo" ], "year": "2026", "source_url": "https://marketintelo.com/report/bioelectronic-medicine-and-neural-interface-devices-market/amp", "source_url_raw": "https://marketintelo.com/report/bioelectronic-medicine-and-neural-interface-devices-market/amp", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Evaluates the proprietary robotic ecosystem required to surgically scale BCIs, pointing out that monopolistic control over the implantation hardware grants corporations total ecosystem dominance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_R1ROBOT26", "title": "Neuralink R1 surgical robot technical specifications", "authors": "MarketIntelo", "year": "2026", "source_url": "https://marketintelo.com/report/bioelectronic-medicine-and-neural-interface-devices-market/amp", "category": "technical-report", "what_it_brings": "Evaluates the proprietary robotic ecosystem required to surgically scale BCIs, pointing out that monopolistic control over the implantation hardware grants corporations total ecosystem dominance.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_RETRACT24": { "id": "NL_RETRACT24", "title": "Neuralink thread retraction mitigation and hardware updates", "authors": [ "Neuralink" ], "year": "2024-05", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "source_url_raw": "https://eu.36kr.com/de/p/3580592020421766", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Details severe biological rejection risks and subsequent hardware gap reduction strategies, highlighting the physical vulnerabilities inherent in attempting to merge the organic brain with Hobbesian corporate hardware.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_RETRACT24", "title": "Neuralink thread retraction mitigation and hardware updates", "authors": "Neuralink", "year": "2024-05", "source_url": "https://eu.36kr.com/de/p/3580592020421766", "category": "technical-report", "what_it_brings": "Details severe biological rejection risks and subsequent hardware gap reduction strategies, highlighting the physical vulnerabilities inherent in attempting to merge the organic brain with Hobbesian corporate hardware.", "lineage_type": "technique" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_SPEECH25": { "id": "NL_SPEECH25", "title": "Speech Restoration Breakthrough Device Designation", "authors": [ "Neuralink" ], "year": "2025", "source_url": "https://www.ijpsjournal.com/article/Recent+Progress+on+Neuralinks+BrainComputer+Interfaces", "source_url_raw": "https://www.ijpsjournal.com/article/Recent+Progress+on+Neuralinks+BrainComputer+Interfaces", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Confirms the impending clinical capability to decode intended language directly from the brain's language centers, creating massive vulnerability for non-consensual extraction of internal monologues.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_SPEECH25", "title": "Speech Restoration Breakthrough Device Designation", "authors": "Neuralink", "year": "2025", "source_url": "https://www.ijpsjournal.com/article/Recent+Progress+on+Neuralinks+BrainComputer+Interfaces", "category": "policy", "what_it_brings": "Confirms the impending clinical capability to decode intended language directly from the brain's language centers, creating massive vulnerability for non-consensual extraction of internal monologues.", "lineage_type": "policy" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NL_UKPAUL25": { "id": "NL_UKPAUL25", "title": "First UK Neuralink patient successful implantation at UCL", "authors": [ "Neuralink / UCL" ], "year": "2025-10", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "source_url_raw": "https://en.wikipedia.org/wiki/Neuralink", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "real-world-precedent", "what_it_brings": "Further establishes the global, multi-jurisdictional normalization of commercial BCI integration, proving that localized state-by-state governance models are insufficient to regulate transnational neurotech.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-brain-write-tech.md", "line": 39, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NL_UKPAUL25", "title": "First UK Neuralink patient successful implantation at UCL", "authors": "Neuralink / UCL", "year": "2025-10", "source_url": "https://en.wikipedia.org/wiki/Neuralink", "category": "product-announcement", "what_it_brings": "Further establishes the global, multi-jurisdictional normalization of commercial BCI integration, proving that localized state-by-state governance models are insufficient to regulate transnational neurotech.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "brain-write-tech", "informs": [], "extends": [], "contradicts": [] }, "NOCOINCIDENCE25": { "id": "NOCOINCIDENCE25", "title": "A computational no-coincidence principle", "authors": [ "Eric Neyman" ], "year": "2025-02", "source_url": "https://www.alignment.org/blog/a-computational-no-coincidence-principle/", "source_url_raw": "urlalignment.org/blog/a-computational-no-coincidence-principlehttps://www.alignment.org/blog/a-computational-no-coincidence-principle/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Develops conceptual machinery for non-accidental explanations. Relevant to the broader skeptic claim that safe behavior without robust mechanistic account is untrustworthy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 75, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NOCOINCIDENCE25", "title": "A computational no-coincidence principle", "authors": "Eric Neyman", "year": "2025-02", "source_url": "urlalignment.org/blog/a-computational-no-coincidence-principlehttps://www.alignment.org/blog/a-computational-no-coincidence-principle/", "category": "alignment-research", "what_it_brings": "Develops conceptual machinery for non-accidental explanations. Relevant to the broader skeptic claim that safe behavior without robust mechanistic account is untrustworthy.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "NONOMN14": { "id": "NONOMN14", "title": "Non-Omniscience, Probabilistic Inference, and Metamathematics", "authors": [ "Paul Christiano" ], "year": "2014", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Early Christiano work on logical uncertainty and inference. Relevant as a precursor to later ELK-style concern with truth inaccessible to overseers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 52, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NONOMN14", "title": "Non-Omniscience, Probabilistic Inference, and Metamathematics", "authors": "Paul Christiano", "year": "2014", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Early Christiano work on logical uncertainty and inference. Relevant as a precursor to later ELK-style concern with truth inaccessible to overseers.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "NOUNSEVOL26": { "id": "NOUNSEVOL26", "title": "From Auction to Incubator: The Evolution of Nouns DAO Governance", "authors": [ "Gitcoin Research" ], "year": "2026-02", "source_url": "https://gitcoin.co/research/nouns-dao-governance-evolution", "source_url_raw": "urlhttps://gitcoin.co/research/nouns-dao-governance-evolutionturn18search14", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Structured retrospective on Nouns governance, treasury outflow, and fork behavior; useful for evaluating fork-freedom in practice.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NOUNSEVOL26", "title": "From Auction to Incubator: The Evolution of Nouns DAO Governance", "authors": "Gitcoin Research", "year": "2026-02", "source_url": "urlhttps://gitcoin.co/research/nouns-dao-governance-evolutionturn18search14", "category": "case-study", "what_it_brings": "Structured retrospective on Nouns governance, treasury outflow, and fork behavior; useful for evaluating fork-freedom in practice.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "NOUNSFORK23": { "id": "NOUNSFORK23", "title": "This NFT project break up is the crypto equivalent of Brexit", "authors": [ "Axios" ], "year": "2023-09", "source_url": "https://www.axios.com/2023/09/15/the-nouns-a-top-tier-nft-project-is-breaking-up", "source_url_raw": "urlhttps://www.axios.com/2023/09/15/the-nouns-a-top-tier-nft-project-is-breaking-upturn28news31", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "critique", "what_it_brings": "Sharp contemporary framing of the Nouns fork event as treasury break-up; useful on the social and incentive side of exit rights.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 65, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "NOUNSFORK23", "title": "This NFT project break up is the crypto equivalent of Brexit", "authors": "Axios", "year": "2023-09", "source_url": "urlhttps://www.axios.com/2023/09/15/the-nouns-a-top-tier-nft-project-is-breaking-upturn28news31", "category": "case-study", "what_it_brings": "Sharp contemporary framing of the Nouns fork event as treasury break-up; 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source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Explicitly catalogues where ARC thinks its own agenda may fail. 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Good citation for intellectual honesty and for unsolved mechanism-level obstacles.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "OCEANDAO22": { "id": "OCEANDAO22", "title": "OceanDAO Is Going Fully Decentralized and Autonomous", "authors": [ "Ocean Protocol Foundation" ], "year": "2022-10", "source_url": "https://blog.oceanprotocol.com/oceandao-is-going-fully-decentralized-and-autonomous-cb4b725e0360", "source_url_raw": "urlhttps://blog.oceanprotocol.com/oceandao-is-going-fully-decentralized-and-autonomous-cb4b725e0360turn8search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Official Ocean governance restructuring note; useful for a pragmatic “decentralize or wind down the grants layer” precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 88, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OCEANDAO22", "title": "OceanDAO Is Going Fully Decentralized and Autonomous", "authors": "Ocean Protocol Foundation", "year": "2022-10", "source_url": "urlhttps://blog.oceanprotocol.com/oceandao-is-going-fully-decentralized-and-autonomous-cb4b725e0360turn8search0", "category": "case-study", "what_it_brings": "Official Ocean governance restructuring note; useful for a pragmatic “decentralize or wind down the grants layer” precedent.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OECD_AI19": { "id": "OECD_AI19", "title": "OECD AI Principles (original, 2019)", "authors": [ "OECD" ], "year": "2019", "source_url": "https://www.oecd.org/en/topics/ai-principles.html", "source_url_raw": "https://www.oecd.org/en/topics/ai-principles.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "First intergovernmental AI standard; 47 jurisdictions; the conceptual scaffolding many subsequent regimes (EU, Council of Europe, NIST RMF, US/Japan) share.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 66, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OECD_AI19", "title": "OECD AI Principles (original, 2019)", "authors": "OECD", "year": "2019", "source_url": "https://www.oecd.org/en/topics/ai-principles.html", "category": "governance-document", "what_it_brings": "First intergovernmental AI standard; 47 jurisdictions; the conceptual scaffolding many subsequent regimes (EU, Council of Europe, NIST RMF, US/Japan) share.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "OECD_AI24_UPDATE": { "id": "OECD_AI24_UPDATE", "title": "2024 Update to the OECD AI Principles", "authors": [ "OECD" ], "year": "2024", "source_url": "https://oecd.ai/en/wonk/evolving-with-innovation-the-2024-oecd-ai-principles-update", "source_url_raw": "https://oecd.ai/en/wonk/evolving-with-innovation-the-2024-oecd-ai-principles-update", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "May 2024 update addressing GenAI/foundation models; introduces misinformation/IP/safety provisions — Lockean adaptation to 2022–2024 capability surge.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 67, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OECD_AI24_UPDATE", "title": "2024 Update to the OECD AI Principles", "authors": "OECD", "year": "2024", "source_url": "https://oecd.ai/en/wonk/evolving-with-innovation-the-2024-oecd-ai-principles-update", "category": "governance-document", "what_it_brings": "May 2024 update addressing GenAI/foundation models; introduces misinformation/IP/safety provisions — Lockean adaptation to 2022–2024 capability surge.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "OECD_AI_OBS": { "id": "OECD_AI_OBS", "title": "OECD AI Policy Observatory", "authors": [ "OECD" ], "year": "2025", "source_url": "https://oecd.ai/en/dashboards/policy-initiatives/oecd-ai-principles-9705", "source_url_raw": "https://oecd.ai/en/dashboards/policy-initiatives/oecd-ai-principles-9705", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Tracks 1,000+ AI policy initiatives across 70+ jurisdictions — best inventory of global Lockean activity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OECD_AI_OBS", "title": "OECD AI Policy Observatory", "authors": "OECD", "year": "2025", "source_url": "https://oecd.ai/en/dashboards/policy-initiatives/oecd-ai-principles-9705", "category": "governance-document", "what_it_brings": "Tracks 1,000+ AI policy initiatives across 70+ jurisdictions — best inventory of global Lockean activity.", "lineage_type": "policy" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "OFACTC22": { "id": "OFACTC22", "title": "U.S. Treasury Sanctions Notorious Virtual Currency Mixer Tornado Cash", "authors": [ "U.S. Department of the Treasury" ], "year": "2022-08", "source_url": "https://home.treasury.gov/news/press-releases/jy0916", "source_url_raw": "urlhttps://home.treasury.gov/news/press-releases/jy0916turn37search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "The core state-action document showing that decentralized governance is not a defense against enforcement and sanctions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 59, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OFACTC22", "title": "U.S. Treasury Sanctions Notorious Virtual Currency Mixer Tornado Cash", "authors": "U.S. Department of the Treasury", "year": "2022-08", "source_url": "urlhttps://home.treasury.gov/news/press-releases/jy0916turn37search0", "category": "legal-framework", "what_it_brings": "The core state-action document showing that decentralized governance is not a defense against enforcement and sanctions.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OFFSWITCH17": { "id": "OFFSWITCH17", "title": "The Off-Switch Game", "authors": [ "Dylan Hadfield-Menell", "Anca Dragan", "Pieter Abbeel", "Stuart Russell" ], "year": "2017", "source_url": "https://people.eecs.berkeley.edu/~russell/papers/ijcai17-offswitch.pdf", "source_url_raw": "urlpeople.eecs.berkeley.edu/~russell/papers/ijcai17-offswitch.pdfhttps://people.eecs.berkeley.edu/~russell/papers/ijcai17-offswitch.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Classic shutdown/corrigibility formalization. Useful where Leviathan needs to ground claims about editability and intervention rights.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 91, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OFFSWITCH17", "title": "The Off-Switch Game", "authors": "Dylan Hadfield-Menell, Anca Dragan, Pieter Abbeel, Stuart Russell", "year": "2017", "source_url": "urlpeople.eecs.berkeley.edu/~russell/papers/ijcai17-offswitch.pdfhttps://people.eecs.berkeley.edu/~russell/papers/ijcai17-offswitch.pdf", "category": "research-paper", "what_it_brings": "Classic shutdown/corrigibility formalization. Useful where Leviathan needs to ground claims about editability and intervention rights.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "OLLAMA24": { "id": "OLLAMA24", "title": "Ollama: Run Local LLMs Privately", "authors": [ "Ollama", "Inc." ], "year": "2024", "source_url": "https://github.com/ollama/ollama", "source_url_raw": "https://github.com/ollama/ollama", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "$0, open-source framework to run Llama/Mistral/Gemma locally. 20B+ downloads, edge AI market $20B+ (2024) → $269B (2032). Proves user demand for local, unmetered, vendor-independent inference.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OLLAMA24", "title": "Ollama: Run Local LLMs Privately", "authors": "Ollama, Inc.", "year": "2024", "source_url": "https://github.com/ollama/ollama", "category": "product-evidence", "what_it_brings": "$0, open-source framework to run Llama/Mistral/Gemma locally. 20B+ downloads, edge AI market $20B+ (2024) → $269B (2032). Proves user demand for local, unmetered, vendor-independent inference.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "ONOFFCHAIN18": { "id": "ONOFFCHAIN18", "title": "On-chain and Off-chain governance of blockchain technology", "authors": [ "Wessel Reijers, et al." ], "year": "2018", "source_url": "https://hal.science/hal-02046663/document", "source_url_raw": "urlhttps://hal.science/hal-02046663/documenthttps://hal.science/hal-02046663/document", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "critique", "what_it_brings": "Useful conceptual map for separating protocol rules from the surrounding social layer in Leviathan’s constitutional model.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ONOFFCHAIN18", "title": "On-chain and Off-chain governance of blockchain technology", "authors": "Wessel Reijers, et al.", "year": "2018", "source_url": "urlhttps://hal.science/hal-02046663/documenthttps://hal.science/hal-02046663/document", "category": "research-paper", "what_it_brings": "Useful conceptual map for separating protocol rules from the surrounding social layer in Leviathan’s constitutional model.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "OOKIORDER23": { "id": "OOKIORDER23", "title": "Commodity Futures Trading Commission v. Ooki DAO Default Judgment Order", "authors": [ "U.S. District Court / CFTC filing" ], "year": "2023-06", "source_url": "https://www.cftc.gov/media/8736/enfookidaoorder060923/download", "source_url_raw": "urlhttps://www.cftc.gov/media/8736/enfookidaoorder060923/downloadturn10search2", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "The clearest outcome document in a major U.S. enforcement action against a DAO; critical for honest legal-risk analysis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 95, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OOKIORDER23", "title": "Commodity Futures Trading Commission v. Ooki DAO Default Judgment Order", "authors": "U.S. District Court / CFTC filing", "year": "2023-06", "source_url": "urlhttps://www.cftc.gov/media/8736/enfookidaoorder060923/downloadturn10search2", "category": "legal-framework", "what_it_brings": "The clearest outcome document in a major U.S. enforcement action against a DAO; critical for honest legal-risk analysis.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OPENAI_ELON24": { "id": "OPENAI_ELON24", "title": "OpenAI and Elon Musk", "authors": [ "OpenAI" ], "year": "2024-03", "source_url": "https://openai.com/index/openai-elon-musk/", "source_url_raw": "https://openai.com/index/openai-elon-musk/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "critique", "what_it_brings": "Important primary-source legal/governance artifact in disputes over mission drift and nonprofit control.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPENAI_ELON24", "title": "OpenAI and Elon Musk", "authors": "OpenAI", "year": "2024-03", "source_url": "https://openai.com/index/openai-elon-musk/", "category": "legal-framework", "what_it_brings": "Important primary-source legal/governance artifact in disputes over mission drift and nonprofit control.", "lineage_type": "critique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "OPENWEIGHTS26": { "id": "OPENWEIGHTS26", "title": "Open Weights and American AI Leadership", "authors": [ "NVIDIA-led coalition (NVIDIA", "Meta", "Microsoft", "Hugging Face", "IBM", "The Linux Foundation, a16z", "Y Combinator", "Mistral", "Mozilla", "Palantir", "Perplexity", "Replit", "ServiceNow", "Dell", "CrowdStrike", "Box, +others)" ], "year": "2026-07", "source_url": "https://images.nvidia.com/pdf/Open-Weights-and-American-AI-Leadership.pdf", "source_url_raw": "https://images.nvidia.com/pdf/Open-Weights-and-American-AI-Leadership.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "open-letter", "lineage_type": "recent-validation", "what_it_brings": "Shared via Jensen Huang's (NVIDIA CEO) first-ever X post (2026-07-24), endorsed by Elon Musk (\"This has my full support. Jensen is right.\"). A 25-signatory industry coalition arguing open-weight models strengthen safety (\"openness may be one of the most important paths to AI safety\" — transparency > obscurity), competition, and sovereignty, while concentration behind a few closed models creates single points of failure. Validates Leviathan's openness / anti-monopoly premise from the industry's own commanding heights — BUT the wedge is in what it OMITS: it opens the MODEL (weights: download, inspect, modify, run) and stays silent on GOVERNANCE. Open weights leave the values buried in the weights, with no consent mechanism (cf. VALUESINWILD25) — a downloaded open model still acts on values no one agreed to. Open weights ≠ open governance: Leviathan is the external, versioned, consented, forkable governance layer ABOVE the open weight — the layer the letter does not name. Also a competitive/legal positioning document (Meta-style complement-commoditization; an explicit distillation defense re the OpenAI–DeepSeek dispute).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 90, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPENWEIGHTS26", "title": "Open Weights and American AI Leadership", "authors": "NVIDIA-led coalition (NVIDIA, Meta, Microsoft, Hugging Face, IBM, The Linux Foundation, a16z, Y Combinator, Mistral, Mozilla, Palantir, Perplexity, Replit, ServiceNow, Dell, CrowdStrike, Box, +others)", "year": "2026-07", "source_url": "https://images.nvidia.com/pdf/Open-Weights-and-American-AI-Leadership.pdf", "category": "open-letter", "what_it_brings": "Shared via Jensen Huang's (NVIDIA CEO) first-ever X post (2026-07-24), endorsed by Elon Musk (\"This has my full support. Jensen is right.\"). A 25-signatory industry coalition arguing open-weight models strengthen safety (\"openness may be one of the most important paths to AI safety\" — transparency > obscurity), competition, and sovereignty, while concentration behind a few closed models creates single points of failure. Validates Leviathan's openness / anti-monopoly premise from the industry's own commanding heights — BUT the wedge is in what it OMITS: it opens the MODEL (weights: download, inspect, modify, run) and stays silent on GOVERNANCE. Open weights leave the values buried in the weights, with no consent mechanism (cf. VALUESINWILD25) — a downloaded open model still acts on values no one agreed to. Open weights ≠ open governance: Leviathan is the external, versioned, consented, forkable governance layer ABOVE the open weight — the layer the letter does not name. Also a competitive/legal positioning document (Meta-style complement-commoditization; an explicit distillation defense re the OpenAI–DeepSeek dispute).", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "OPERATORSC25": { "id": "OPERATORSC25", "title": "Operator System Card", "authors": [ "OpenAI" ], "year": "2025-01", "source_url": "https://cdn.openai.com/operator_system_card.pdf", "source_url_raw": "https://cdn.openai.com/operator_system_card.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "product-evidence", "what_it_brings": "Canonical artifact for computer-use governance, risk framing, and safeguards around browsing agents.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 102, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPERATORSC25", "title": "Operator System Card", "authors": "OpenAI", "year": "2025-01", "source_url": "https://cdn.openai.com/operator_system_card.pdf [PDF]", "category": "technical-report", "what_it_brings": "Canonical artifact for computer-use governance, risk framing, and safeguards around browsing agents.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "OPLABS23": { "id": "OPLABS23", "title": "Community Notice", "authors": [ "urlOP Labsturn35search6" ], "year": "2023-02", "source_url": "https://www.oplabs.co/community-notice/", "source_url_raw": "urlhttps://www.oplabs.co/community-notice/turn35search6", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Shows OP Labs’ contribution role relative to the Collective and Foundation; important for distinguishing builder company from constitutional steward.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 39, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPLABS23", "title": "Community Notice", "authors": "urlOP Labsturn35search6", "year": "2023-02", "source_url": "urlhttps://www.oplabs.co/community-notice/turn35search6", "category": "governance-document", "what_it_brings": "Shows OP Labs’ contribution role relative to the Collective and Foundation; important for distinguishing builder company from constitutional steward.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OPTABOUT23": { "id": "OPTABOUT23", "title": "About the Optimism Collective", "authors": [ "Optimism governance contributors" ], "year": "2023-06", "source_url": "https://gov.optimism.io/t/about-the-optimism-collective/6118", "source_url_raw": "urlhttps://gov.optimism.io/t/about-the-optimism-collective/6118turn42search13", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "product-evidence", "what_it_brings": "Concise official explanation of Token House and Citizens’ House roles; strong source for bicameral governance precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPTABOUT23", "title": "About the Optimism Collective", "authors": "Optimism governance contributors", "year": "2023-06", "source_url": "urlhttps://gov.optimism.io/t/about-the-optimism-collective/6118turn42search13", "category": "governance-document", "what_it_brings": "Concise official explanation of Token House and Citizens’ House roles; strong source for bicameral governance precedent.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OPTFOUND23": { "id": "OPTFOUND23", "title": "What is the Optimism Foundation?", "authors": [ "Optimism contributors" ], "year": "2023", "source_url": "https://github.com/ethereum-optimism/community-hub/blob/main/pages/welcome/faq/what-is-the-optimism-foundation.mdx", "source_url_raw": "urlhttps://github.com/ethereum-optimism/community-hub/blob/main/pages/welcome/faq/what-is-the-optimism-foundation.mdxturn35search11", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "real-world-precedent", "what_it_brings": "Provides the explicit Foundation role and legal shell behind the Collective; useful for the dual-entity governance comparison.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 38, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "OPTFOUND23", "title": "What is the Optimism Foundation?", "authors": "Optimism contributors", "year": "2023", "source_url": "urlhttps://github.com/ethereum-optimism/community-hub/blob/main/pages/welcome/faq/what-is-the-optimism-foundation.mdxturn35search11", "category": "governance-document", "what_it_brings": "Provides the explicit Foundation role and legal shell behind the Collective; useful for the dual-entity governance comparison.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "OPTFUTURE23": { "id": "OPTFUTURE23", "title": "The Future of Optimism Governance", "authors": [ "Optimism Foundation" ], "year": "2023-07", "source_url": "https://gov.optimism.io/t/the-future-of-optimism-governance/6471", "source_url_raw": "urlhttps://gov.optimism.io/t/the-future-of-optimism-governance/6471turn35search2", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; 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(Stanford", "Google)" ], "year": "2023", "source_url": "https://arxiv.org/abs/2304.03442", "source_url_raw": "https://arxiv.org/abs/2304.03442", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "recent-validation", "what_it_brings": "Proves LLMs can simulate believable, consistent individual behavior over time by storing complete experience record + periodic reflection. Enables AI personality that persists across contexts. Direct ancestor of personality-modeled companions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PARK23", "title": "Generative Agents: Interactive Simulacra of Human Behavior", "authors": "Joon Sung Park, Joseph C. O'Neill, et al. (Stanford, Google)", "year": "2023", "source_url": "https://arxiv.org/abs/2304.03442", "category": "technique", "what_it_brings": "Proves LLMs can simulate believable, consistent individual behavior over time by storing complete experience record + periodic reflection. Enables AI personality that persists across contexts. Direct ancestor of personality-modeled companions.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "PARTNERSHIP16": { "id": "PARTNERSHIP16", "title": "Announcing the Partnership on AI to Benefit People and Society", "authors": [ "Mustafa Suleyman" ], "year": "2016", "source_url": "https://deepmind.google/blog/announcing-the-partnership-on-ai-to-benefit-people-society/", "source_url_raw": "https://deepmind.google/blog/announcing-the-partnership-on-ai-to-benefit-people-society/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Details the formation of an inter-corporate ethics board, illustrating the early Hobbesian attempts at centralized self-regulation. This highlights the historical failure of corporate monopolies to secure AI, paving the way for decentralized Rousseauian structures.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 14, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "PARTNERSHIP16", "title": "Announcing the Partnership on AI to Benefit People and Society", "authors": "Mustafa Suleyman", "year": "2016", "source_url": "https://deepmind.google/blog/announcing-the-partnership-on-ai-to-benefit-people-society/", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Details the formation of an inter-corporate ethics board, illustrating the early Hobbesian attempts at centralized self-regulation. This highlights the historical failure of corporate monopolies to secure AI, paving the way for decentralized Rousseauian structures." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "PAUL_DIFF_ELI22": { "id": "PAUL_DIFF_ELI22", "title": "Where I agree and disagree with Eliezer", "authors": [ "Paul Christiano" ], "year": "2022-06", "source_url": "https://www.alignmentforum.org/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer", "source_url_raw": "urlalignmentforum.org/.../where-i-agree-and-disagree-with-eliezerhttps://www.alignmentforum.org/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Crucial intra-skeptic document. It shows Christiano sharing much of the danger model while resisting some of Yudkowsky’s strongest conclusions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PAUL_DIFF_ELI22", "title": "Where I agree and disagree with Eliezer", "authors": "Paul Christiano", "year": "2022-06", "source_url": "urlalignmentforum.org/.../where-i-agree-and-disagree-with-eliezerhttps://www.alignmentforum.org/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer", "category": "critique", "what_it_brings": "Crucial intra-skeptic document. 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Useful when Leviathan needs a skeptic source less absolutist than Yudkowsky but still deeply worried.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 69, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PAUL_DOOM23", "title": "My views on “doom”", "authors": "Paul Christiano", "year": "2023-04", "source_url": "urlalignmentforum.org/.../my-views-on-doomhttps://www.alignmentforum.org/posts/xWMqsvHapP3nwdSW8/my-views-on-doom", "category": "blog-post", "what_it_brings": "Provides a disciplined probability breakdown of bad outcomes. Useful when Leviathan needs a skeptic source less absolutist than Yudkowsky but still deeply worried.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "PAUSEAI26": { "id": "PAUSEAI26", "title": "PauseAI Proposal", "authors": [ "PauseAI" ], "year": "2026-04", "source_url": "https://pauseai.info/proposal", "source_url_raw": "urlpauseai.info/proposalhttps://pauseai.info/proposal", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Current movement-level operational pause proposal. Useful for documenting the activism end of the pessimist coalition Leviathan declines to join.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 104, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PAUSEAI26", "title": "PauseAI Proposal", "authors": "PauseAI", "year": "2026-04", "source_url": "urlpauseai.info/proposalhttps://pauseai.info/proposal", "category": "policy", "what_it_brings": "Current movement-level operational pause proposal. Useful for documenting the activism end of the pessimist coalition Leviathan declines to join.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "PECTRAMAIN25": { "id": "PECTRAMAIN25", "title": "Pectra Mainnet Announcement", "authors": [ "Ethereum Foundation" ], "year": "2025-04", "source_url": "https://blog.ethereum.org/2025/04/23/pectra-mainnet", "source_url_raw": "urlhttps://blog.ethereum.org/2025/04/23/pectra-mainnethttps://blog.ethereum.org/2025/04/23/pectra-mainnet", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Shows Ethereum continuing to ship major changes while preserving voluntary node-operator choice.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 98, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PECTRAMAIN25", "title": "Pectra Mainnet Announcement", "authors": "Ethereum Foundation", "year": "2025-04", "source_url": "urlhttps://blog.ethereum.org/2025/04/23/pectra-mainnethttps://blog.ethereum.org/2025/04/23/pectra-mainnet", "category": "product-announcement", "what_it_brings": "Shows Ethereum continuing to ship major changes while preserving voluntary node-operator choice.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "PEERGPT4_24": { "id": "PEERGPT4_24", "title": "Peer review of GPT-4 technical report and systems card", "authors": [ "James Gallifant, et al." ], "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10795998/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10795998/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "External scholarly critique of GPT-4 disclosure quality, especially for high-stakes domains such as healthcare.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 142, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PEERGPT4_24", "title": "Peer review of GPT-4 technical report and systems card", "authors": "James Gallifant, et al.", "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC10795998/", "category": "critique", "what_it_brings": "External scholarly critique of GPT-4 disclosure quality, especially for high-stakes domains such as healthcare.", "lineage_type": "critique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "PERILS24": { "id": "PERILS24", "title": "Perils of Current DAO Governance", "authors": [ "A.M. Kharman" ], "year": "2024", "source_url": "https://arxiv.org/abs/2406.08605", "source_url_raw": "urlhttps://arxiv.org/abs/2406.08605turn7search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Sharp contemporary critique of vote buying, coercion, and plutocracy in DAO governance; useful as a concentrated anti-token-voting source.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PERILS24", "title": "Perils of Current DAO Governance", "authors": "A.M. Kharman", "year": "2024", "source_url": "urlhttps://arxiv.org/abs/2406.08605turn7search0", "category": "critique", "what_it_brings": "Sharp contemporary critique of vote buying, coercion, and plutocracy in DAO governance; useful as a concentrated anti-token-voting source.", "lineage_type": "critique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "PERSONAVECTORS25": { "id": "PERSONAVECTORS25", "title": "Persona Vectors: Monitoring and Controlling Character Traits in Language Models", "authors": [ "Chen", "Lindsey, et al." ], "year": "2025", "source_url": "https://arxiv.org/abs/2507.21509", "source_url_raw": "https://arxiv.org/abs/2507.21509", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Identifies linear directions encoding character traits; enables persona monitoring/steering.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 84, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PERSONAVECTORS25", "title": "Persona Vectors: Monitoring and Controlling Character Traits in Language Models", "authors": "Chen, Lindsey, et al.", "year": "2025", "source_url": "https://arxiv.org/abs/2507.21509", "category": "research-paper", "what_it_brings": "Identifies linear directions encoding character traits; enables persona monitoring/steering.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "PERSUASIONEVAL24": { "id": "PERSUASIONEVAL24", "title": "Measuring the Persuasiveness of Language Models", "authors": [ "Durmus", "Lovitt", "Tamkin, et al." ], "year": "2024", "source_url": "https://www.anthropic.com/research/measuring-model-persuasiveness", "source_url_raw": "https://www.anthropic.com/research/measuring-model-persuasiveness", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Compares persuasiveness across Claude generations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 71, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PERSUASIONEVAL24", "title": "Measuring the Persuasiveness of Language Models", "authors": "Durmus, Lovitt, Tamkin, et al.", "year": "2024", "source_url": "https://www.anthropic.com/research/measuring-model-persuasiveness", "category": "research-paper", "what_it_brings": "Compares persuasiveness across Claude generations.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "PI23": { "id": "PI23", "title": "Pi: Your Personal AI Companion", "authors": [ "Inflection AI" ], "year": "2023", "source_url": "https://medium.com/@lindseyliu/what-makes-inflections-pi-a-great-companion-chatbot-8a8bd93dbc43", "source_url_raw": "https://medium.com/@lindseyliu/what-makes-inflections-pi-a-great-companion-chatbot-8a8bd93dbc43", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "Positioned as empathetic companion (not search engine). Limited memory early (names/facts forgotten), revealing design tension: emotional connection vs. persistent knowledge. Inflection's pivot by 2025 shows this product category is hard.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PI23", "title": "Pi: Your Personal AI Companion", "authors": "Inflection AI", "year": "2023", "source_url": "https://medium.com/@lindseyliu/what-makes-inflections-pi-a-great-companion-chatbot-8a8bd93dbc43", "category": "product-evidence", "what_it_brings": "Positioned as empathetic companion (not search engine). Limited memory early (names/facts forgotten), revealing design tension: emotional connection vs. persistent knowledge. Inflection's pivot by 2025 shows this product category is hard.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "PLUGINS23": { "id": "PLUGINS23", "title": "ChatGPT plugins", "authors": [ "OpenAI" ], "year": "2023-03", "source_url": "https://openai.com/index/chatgpt-plugins/", "source_url_raw": "https://openai.com/index/chatgpt-plugins/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "foundational", "what_it_brings": "Earliest public signal that tool-using assistants would need stronger control, permissions, and external-world governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 96, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "PLUGINS23", "title": "ChatGPT plugins", "authors": "OpenAI", "year": "2023-03", "source_url": "https://openai.com/index/chatgpt-plugins/", "category": "product-announcement", "what_it_brings": "Earliest public signal that tool-using assistants would need stronger control, permissions, and external-world governance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "PLURALITY24": { "id": "PLURALITY24", "title": "⿻ 數位 Plurality: The Future of Collaborative Technology and Democracy", "authors": [ "E. 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Glen Weyl, Audrey Tang, ⿻ Plurality Community", "year": "2024", "source_url": "https://www.plurality.net/", "category": "research-paper", "what_it_brings": "The seminal articulation of the movement Leviathan is part of; Plurality articulates the individual-sovereignty layer Leviathan implements as POS-versioned constitutions.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "PLURALITY_GH24": { "id": "PLURALITY_GH24", "title": "Plurality (open-source GitHub edition with Gov4Git governance)", "authors": [ "E. 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This is highly relevant to Leviathan’s underlying decentralized architecture, ensuring that the ledger verifying Personal Operating Systems remains secure against future agentic capabilities.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 99, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "QUANTUM_VULN_26", "title": "Safeguarding cryptocurrency by disclosing quantum vulnerabilities responsibly", "authors": "Google Research", "year": "2026-03", "source_url": "https://research.google/blog/", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Addresses the existential threat quantum computing poses to cryptographic ledgers. 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Glen Weyl" ], "year": "2018", "source_url": "https://press.princeton.edu/books/hardcover/9780691177502/radical-markets", "source_url_raw": "https://press.princeton.edu/books/hardcover/9780691177502/radical-markets", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Origin text of the RxC movement Leviathan inhabits; introduces COST, QV, data-as-labor — the mechanism-design vocabulary Leviathan inherits for sovereign-instance governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 10, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RADMARKETS18", "title": "Radical Markets: Uprooting Capitalism and Democracy for a Just Society", "authors": "Eric A. Posner, E. 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source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Early Christiano/MIRI bridge paper on self-reference and strategic prediction. Useful background for embedded-agent skepticism.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "REFLECTIVEORACLES15", "title": "Reflective Oracles: A Foundation for Classical Game Theory", "authors": "Benja Fallenstein, Jessica Taylor, Paul Christiano", "year": "2015", "source_url": "urlarxiv.org/abs/1508.04145https://arxiv.org/abs/1508.04145", "category": "research-paper", "what_it_brings": "Early Christiano/MIRI bridge paper on self-reference and strategic prediction. Useful background for embedded-agent skepticism.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "REPLIKA17": { "id": "REPLIKA17", "title": "Replika: AI Companion with Persistent Memory", "authors": [ "Eugenia Kuyda", "Luka Studios" ], "year": "2017-2026", "source_url": "https://www.roborhythms.com/replika-memory-broken-fix/", "source_url_raw": "https://www.roborhythms.com/replika-memory-broken-fix/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "First consumer AI companion with persistent memory (10M+ users). Evidence of product-market fit for \"AI that doesn't forget.\" 2026 memory challenges (Replika 2.0) show memory persistence is UX-critical but technically fragile.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "REPLIKA17", "title": "Replika: AI Companion with Persistent Memory", "authors": "Eugenia Kuyda, Luka Studios", "year": "2017-2026", "source_url": "https://www.roborhythms.com/replika-memory-broken-fix/", "category": "product-evidence", "what_it_brings": "First consumer AI companion with persistent memory (10M+ users). Evidence of product-market fit for \"AI that doesn't forget.\" 2026 memory challenges (Replika 2.0) show memory persistence is UX-critical but technically fragile.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "RETRO6_24": { "id": "RETRO6_24", "title": "Retro Funding 6: Governance Round Details", "authors": [ "Optimism governance contributors" ], "year": "2024-09", "source_url": "https://gov.optimism.io/t/retro-funding-6-governance-round-details/8870", "source_url_raw": "urlhttps://gov.optimism.io/t/retro-funding-6-governance-round-details/8870turn42search9", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Concrete example of Citizens’ House-linked retro funding evolving into governance infrastructure support; useful for retroactive-allocation precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RETRO6_24", "title": "Retro Funding 6: Governance Round Details", "authors": "Optimism governance contributors", "year": "2024-09", "source_url": "urlhttps://gov.optimism.io/t/retro-funding-6-governance-round-details/8870turn42search9", "category": "governance-document", "what_it_brings": "Concrete example of Citizens’ House-linked retro funding evolving into governance infrastructure support; useful for retroactive-allocation precedent.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "RETROPGF21": { "id": "RETROPGF21", "title": "Review of Optimism retro funding round 1", "authors": [ "Vitalik Buterin" ], "year": "2021", "source_url": "https://vitalik.eth.limo/general/2021/11/16/retro1.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2021/11/16/retro1.htmlhttps://vitalik.eth.limo/general/2021/11/16/retro1.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "technique", "what_it_brings": "Primary reflection on retroactive public-goods funding; useful for constitutional funding without permanent rulers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 57, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RETROPGF21", "title": "Review of Optimism retro funding round 1", "authors": "Vitalik Buterin", "year": "2021", "source_url": "urlhttps://vitalik.eth.limo/general/2021/11/16/retro1.htmlhttps://vitalik.eth.limo/general/2021/11/16/retro1.html", "category": "blog-post", "what_it_brings": "Primary reflection on retroactive public-goods funding; useful for constitutional funding without permanent rulers.", "lineage_type": "technique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "RETROPGF_GITCOIN": { "id": "RETROPGF_GITCOIN", "title": "Retroactive Funding (Gitcoin mechanisms)", "authors": [ "Gitcoin" ], "year": "2024", "source_url": "https://gitcoin.co/mechanisms/retroactive-funding", "source_url_raw": "https://gitcoin.co/mechanisms/retroactive-funding", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "product-evidence", "what_it_brings": "Cross-ecosystem retroactive-funding documentation — pattern Leviathan can deploy across federation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 63, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RETROPGF_GITCOIN", "title": "Retroactive Funding (Gitcoin mechanisms)", "authors": "Gitcoin", "year": "2024", "source_url": "https://gitcoin.co/mechanisms/retroactive-funding", "category": "governance-document", "what_it_brings": "Cross-ecosystem retroactive-funding documentation — pattern Leviathan can deploy across federation.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "REWARDHACKDOC25": { "id": "REWARDHACKDOC25", "title": "Training on Reward-Hack Discussions", "authors": [ "Anthropic Alignment Team" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/reward-hack-docs/", "source_url_raw": "https://alignment.anthropic.com/2025/reward-hack-docs/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Tests whether discussion-only training of reward hacks affects propensity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 153, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "REWARDHACKDOC25", "title": "Training on Reward-Hack Discussions", "authors": "Anthropic Alignment Team", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/reward-hack-docs/", "category": "alignment-research", "what_it_brings": "Tests whether discussion-only training of reward hacks affects propensity.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "REWARDMOD18": { "id": "REWARDMOD18", "title": "Scalable agent alignment via reward modeling", "authors": [ "Jan Leike", "David Krueger", "Tom Everitt", "Miljan Martic", "Vishal Maini", "Shane Legg" ], "year": "2018", "source_url": "https://arxiv.org/pdf/1811.07871", "source_url_raw": "https://arxiv.org/pdf/1811.07871", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Introduces recursive reward modeling to decompose complex tasks into subtasks evaluated by helper agents. This forms the algorithmic precedent for Leviathan's federated, multi-agent Constitutional AI oversight loops where models audit one another.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 10, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "REWARDMOD18", "title": "Scalable agent alignment via reward modeling", "authors": "Jan Leike, David Krueger, Tom Everitt, Miljan Martic, Vishal Maini, Shane Legg", "year": "2018", "source_url": "https://arxiv.org/pdf/1811.07871", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Introduces recursive reward modeling to decompose complex tasks into subtasks evaluated by helper agents. This forms the algorithmic precedent for Leviathan's federated, multi-agent Constitutional AI oversight loops where models audit one another." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "REWARD_FEATURES_25": { "id": "REWARD_FEATURES_25", "title": "Capturing Human Preferences with Reward Features", "authors": [ "Google DeepMind" ], "year": "2025-12", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Replaces scalar reward signals with multidimensional reward features to better capture complex human preferences. This directly supports Leviathan's goal of pluralistic constitutional evaluation where trade-offs between principles are explicitly modeled.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 52, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "REWARD_FEATURES_25", "title": "Capturing Human Preferences with Reward Features", "authors": "Google DeepMind", "year": "2025-12", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Replaces scalar reward signals with multidimensional reward features to better capture complex human preferences. This directly supports Leviathan's goal of pluralistic constitutional evaluation where trade-offs between principles are explicitly modeled." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "REWIND24": { "id": "REWIND24", "title": "Rewind → Limitless: Personal Memory & Wearables", "authors": [ "Rewind Inc. (acq. Meta Dec 2025)" ], "year": "2022-2024", "source_url": "https://techcrunch.com/2024/04/17/a16z-backed-rewind-pivots-to-build-ai-powered-pendant-to-record-your-conversations/", "source_url_raw": "https://techcrunch.com/2024/04/17/a16z-backed-rewind-pivots-to-build-ai-powered-pendant-to-record-your-conversations/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-evidence", "lineage_type": "product-evidence", "what_it_brings": "Original: local-first screen/audio recording, searchable. Pivot (2024): cloud-connected pendant + conversation capture (Limitless). Validates: users want memory capture; local sovereignty is fragile in practice; persistence requires hybrid arch.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "REWIND24", "title": "Rewind → Limitless: Personal Memory & Wearables", "authors": "Rewind Inc. (acq. Meta Dec 2025)", "year": "2022-2024", "source_url": "https://techcrunch.com/2024/04/17/a16z-backed-rewind-pivots-to-build-ai-powered-pendant-to-record-your-conversations/", "category": "product-evidence", "what_it_brings": "Original: local-first screen/audio recording, searchable. Pivot (2024): cloud-connected pendant + conversation capture (Limitless). Validates: users want memory capture; local sovereignty is fragile in practice; persistence requires hybrid arch.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "RIGHTSOS24": { "id": "RIGHTSOS24", "title": "Rights, Operating Systems and Freedom", "authors": [ "E. Glen Weyl", "Audrey Tang, the Plurality Community" ], "year": "2024", "source_url": "https://plurality.net/read/4-0/", "source_url_raw": "urlhttps://plurality.net/read/4-0/https://plurality.net/read/4-0/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Particularly relevant to POS-like personal constitutional tooling: operating systems as freedom-shaping infrastructure.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 82, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RIGHTSOS24", "title": "Rights, Operating Systems and Freedom", "authors": "E. Glen Weyl, Audrey Tang, the Plurality Community", "year": "2024", "source_url": "urlhttps://plurality.net/read/4-0/https://plurality.net/read/4-0/", "category": "research-paper", "what_it_brings": "Particularly relevant to POS-like personal constitutional tooling: operating systems as freedom-shaping infrastructure.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "RLHF_SYCO26": { "id": "RLHF_SYCO26", "title": "How RLHF Amplifies Sycophancy", "authors": [ "Ido Shapira, et al." ], "year": "2026", "source_url": "https://www.gerdusbenade.com/files/26_sycophancy.pdf", "source_url_raw": "https://www.gerdusbenade.com/files/26_sycophancy.pdf [PDF]", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Theoretical and causal critique of feedback-driven alignment, directly pressuring OpenAI’s dominant post-training approach.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 140, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RLHF_SYCO26", "title": "How RLHF Amplifies Sycophancy", "authors": "Ido Shapira, et al.", "year": "2026", "source_url": "https://www.gerdusbenade.com/files/26_sycophancy.pdf [PDF]", "category": "critique", "what_it_brings": "Theoretical and causal critique of feedback-driven alignment, directly pressuring OpenAI’s dominant post-training approach.", "lineage_type": "critique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "RLO19": { "id": "RLO19", "title": "Risks from Learned Optimization in Advanced Machine Learning Systems", "authors": [ "Evan Hubinger", "Chris van Merwijk", "Vladimir Mikulik", "Joar Skalse", "Scott Garrabrant" ], "year": "2019", "source_url": "https://arxiv.org/abs/1906.01820", "source_url_raw": "urlarxiv.org/abs/1906.01820https://arxiv.org/abs/1906.01820", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "foundational", "what_it_brings": "Central inner-alignment paper arguing mesa-optimizers can emerge during training. It sharpens the critique that surface constitutions may select for hidden policies rather than aligned motives.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RLO19", "title": "Risks from Learned Optimization in Advanced Machine Learning Systems", "authors": "Evan Hubinger, Chris van Merwijk, Vladimir Mikulik, Joar Skalse, Scott Garrabrant", "year": "2019", "source_url": "urlarxiv.org/abs/1906.01820https://arxiv.org/abs/1906.01820", "category": "research-paper", "what_it_brings": "Central inner-alignment paper arguing mesa-optimizers can emerge during training. It sharpens the critique that surface constitutions may select for hidden policies rather than aligned motives.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "ROBOBALLET_25": { "id": "ROBOBALLET_25", "title": "RoboBallet: Planning for Multi-Robot Reaching with Graph Neural Networks and Reinforcement Learning", "authors": [ "Google DeepMind" ], "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "product-evidence", "what_it_brings": "Solves multi-agent physical coordination using GNNs. This acts as a physical analog for Leviathan’s federated instances, where multiple sovereign agents must navigate shared environments without violating one another's operating constraints.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 59, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "ROBOBALLET_25", "title": "RoboBallet: Planning for Multi-Robot Reaching with Graph Neural Networks and Reinforcement Learning", "authors": "Google DeepMind", "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "product-evidence", "what_it_brings": "Solves multi-agent physical coordination using GNNs. This acts as a physical analog for Leviathan’s federated instances, where multiple sovereign agents must navigate shared environments without violating one another's operating constraints." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "ROLLUPS21": { "id": "ROLLUPS21", "title": "An Incomplete Guide to Rollups", "authors": [ "Vitalik Buterin" ], "year": "2021", "source_url": "https://vitalik.eth.limo/general/2021/01/05/rollup.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2021/01/05/rollup.htmlhttps://vitalik.eth.limo/general/2021/01/05/rollup.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Early canonical rollup essay; important background for later L2 sovereignty and federated-instance comparisons.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 53, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ROLLUPS21", "title": "An Incomplete Guide to Rollups", "authors": "Vitalik Buterin", "year": "2021", "source_url": "urlhttps://vitalik.eth.limo/general/2021/01/05/rollup.htmlhttps://vitalik.eth.limo/general/2021/01/05/rollup.html", "category": "blog-post", "what_it_brings": "Early canonical rollup essay; important background for later L2 sovereignty and federated-instance comparisons.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "RSPV1": { "id": "RSPV1", "title": "Anthropic's Responsible Scaling Policy v1.0", "authors": [ "Anthropic" ], "year": "2023", "source_url": "https://www.anthropic.com/news/anthropics-responsible-scaling-policy", "source_url_raw": "https://www.anthropic.com/news/anthropics-responsible-scaling-policy", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "First-of-its-kind public RSP; introduces ASL (AI Safety Levels) framework.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 42, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RSPV1", "title": "Anthropic's Responsible Scaling Policy v1.0", "authors": "Anthropic", "year": "2023", "source_url": "https://www.anthropic.com/news/anthropics-responsible-scaling-policy", "category": "policy", "what_it_brings": "First-of-its-kind public RSP; introduces ASL (AI Safety Levels) framework.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "RSPV2": { "id": "RSPV2", "title": "Updated Responsible Scaling Policy (v2.0)", "authors": [ "Anthropic" ], "year": "2024", "source_url": "https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy", "source_url_raw": "https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Refined RSP with new Capability Thresholds, ASL-3 deployment plans, safety case methodology.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 63, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RSPV2", "title": "Updated Responsible Scaling Policy (v2.0)", "authors": "Anthropic", "year": "2024", "source_url": "https://www.anthropic.com/news/announcing-our-updated-responsible-scaling-policy", "category": "policy", "what_it_brings": "Refined RSP with new Capability Thresholds, ASL-3 deployment plans, safety case methodology.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "RSPV3": { "id": "RSPV3", "title": "Responsible Scaling Policy v3.0", "authors": [ "Anthropic" ], "year": "2025", "source_url": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "source_url_raw": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Third version of RSP introducing Frontier Safety Roadmap, Risk Reports, regulatory ladder.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 98, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "RSPV3", "title": "Responsible Scaling Policy v3.0", "authors": "Anthropic", "year": "2025", "source_url": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "category": "policy", "what_it_brings": "Third version of RSP introducing Frontier Safety Roadmap, Risk Reports, regulatory ladder.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "RT2_23": { "id": "RT2_23", "title": "RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control", "authors": [ "Anthony Brohan", "Noah Brown", "Justice Carbajal, et al." ], "year": "2023", "source_url": "https://arxiv.org/html/2405.14093v5", "source_url_raw": "https://arxiv.org/html/2405.14093v5", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "product-evidence", "what_it_brings": "Introduces co-fine-tuning on Internet-scale VQA and robotic data to enable emergent physical reasoning. 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source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Tang's case for Alignment Assemblies + democratic AI governance — direct cross-link between Plurality and Constitutional AI lineages.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 48, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_ASPI23", "title": "The people's AI will strengthen, not scupper, democracy (ASPI Strategist)", "authors": "Audrey Tang", "year": "2023-10", "source_url": "https://www.aspistrategist.org.au/the-peoples-ai-will-strengthen-not-scupper-democracy/", "category": "policy", "what_it_brings": "Tang's case for Alignment Assemblies + democratic AI governance — direct cross-link between Plurality and Constitutional AI lineages.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_COINDESK24": { "id": "TANG_COINDESK24", "title": "Audrey Tang: Learning From Taiwan's Digital Civic Experimentation (CoinDesk Consensus)", "authors": [ "Daniel Kuhn", "Audrey Tang" ], "year": "2024-05", "source_url": "https://www.coindesk.com/consensus-magazine/2024/05/22/audrey-tang-learning-from-taiwans-digital-civic-experimentation", "source_url_raw": "https://www.coindesk.com/consensus-magazine/2024/05/22/audrey-tang-learning-from-taiwans-digital-civic-experimentation", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Tang's framing of plurality as \"continuous democracy\" + Polkadot/Gitcoin cross-chain governance — explicit blockchain-Plurality bridge.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 78, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_COINDESK24", "title": "Audrey Tang: Learning From Taiwan's Digital Civic Experimentation (CoinDesk Consensus)", "authors": "Daniel Kuhn, Audrey Tang", "year": "2024-05", "source_url": "https://www.coindesk.com/consensus-magazine/2024/05/22/audrey-tang-learning-from-taiwans-digital-civic-experimentation", "category": "policy", "what_it_brings": "Tang's framing of plurality as \"continuous democracy\" + Polkadot/Gitcoin cross-chain governance — explicit blockchain-Plurality bridge.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_DEVCON7": { "id": "TANG_DEVCON7", "title": "Devcon SEA 2024 keynote: Plurality (decentralized governance)", "authors": [ "Audrey Tang" ], "year": "2024-11", "source_url": "https://archive.devcon.org/devcon-7/why-defi-matters-on-ethereum/", "source_url_raw": "https://archive.devcon.org/devcon-7/why-defi-matters-on-ethereum/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Tang's Devcon talk on Plurality + decentralized governance — concrete moment of Plurality–Ethereum convergence Leviathan inherits.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_DEVCON7", "title": "Devcon SEA 2024 keynote: Plurality (decentralized governance)", "authors": "Audrey Tang", "year": "2024-11", "source_url": "https://archive.devcon.org/devcon-7/why-defi-matters-on-ethereum/", "category": "case-study", "what_it_brings": "Tang's Devcon talk on Plurality + decentralized governance — concrete moment of Plurality–Ethereum convergence Leviathan inherits.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_FUTURE_DEM24": { "id": "TANG_FUTURE_DEM24", "title": "Future-proofing Democracy In the Age of AI (Center for Humane Technology podcast)", "authors": [ "Tristan Harris", "Audrey Tang" ], "year": "2024", "source_url": "https://centerforhumanetechnology.substack.com/p/audrey-tang-how-to-future-proof-democracy", "source_url_raw": "https://centerforhumanetechnology.substack.com/p/audrey-tang-how-to-future-proof-democracy", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Connects Polis, CCAI, Anthropic, OpenAI partnerships, pre-bunking — operational evidence for Plurality–CAI cross-pollination.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 52, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_FUTURE_DEM24", "title": "Future-proofing Democracy In the Age of AI (Center for Humane Technology podcast)", "authors": "Tristan Harris, Audrey Tang", "year": "2024", "source_url": "https://centerforhumanetechnology.substack.com/p/audrey-tang-how-to-future-proof-democracy", "category": "policy", "what_it_brings": "Connects Polis, CCAI, Anthropic, OpenAI partnerships, pre-bunking — operational evidence for Plurality–CAI cross-pollination.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_HBS24": { "id": "TANG_HBS24", "title": "Taiwan's digital revolution: Healing polarization and strengthening democracy (HBS BiGS)", "authors": [ "Audrey Tang", "Barbara DeLollis" ], "year": "2024-12", "source_url": "https://www.hbs.edu/bigs/taiwans-digital-revolution-audrey-tang", "source_url_raw": "https://www.hbs.edu/bigs/taiwans-digital-revolution-audrey-tang", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "Business-audience interview articulating \"data is about making the state transparent to the people\" — aligns with Leviathan's Sovereign Console: visibility not control.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 46, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_HBS24", "title": "Taiwan's digital revolution: Healing polarization and strengthening democracy (HBS BiGS)", "authors": "Audrey Tang, Barbara DeLollis", "year": "2024-12", "source_url": "https://www.hbs.edu/bigs/taiwans-digital-revolution-audrey-tang", "category": "policy", "what_it_brings": "Business-audience interview articulating \"data is about making the state transparent to the people\" — aligns with Leviathan's Sovereign Console: visibility not control.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_HUMILITY_PLURAL_22": { "id": "TANG_HUMILITY_PLURAL_22", "title": "Audrey Tang on Plurality and Humility (talks/essays at plurality.net)", "authors": [ "Audrey Tang" ], "year": "2022–2025", "source_url": "https://plurality.net/", "source_url_raw": "https://plurality.net/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "proposed-alternative", "what_it_brings": "\"Humility before plurality\" — the dispositional core Leviathan inherits: principles to fork, not rules to obey.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 73, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_HUMILITY_PLURAL_22", "title": "Audrey Tang on Plurality and Humility (talks/essays at plurality.net)", "authors": "Audrey Tang", "year": "2022–2025", "source_url": "https://plurality.net/", "category": "lecture-talk", "what_it_brings": "\"Humility before plurality\" — the dispositional core Leviathan inherits: principles to fork, not rules to obey.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "TANG_HUMOR_GOV20": { "id": "TANG_HUMOR_GOV20", "title": "How Taiwan used memes to fight pandemic rumours (GovInsider — humour over rumour)", "authors": [ "Audrey Tang / GovInsider" ], "year": "2020-09", "source_url": "https://govinsider.asia/intl-en/article/audrey-tang-digital-minister-how-taiwan-used-memes-to-fight-pandemic-rumours", "source_url_raw": "https://govinsider.asia/intl-en/article/audrey-tang-digital-minister-how-taiwan-used-memes-to-fight-pandemic-rumours", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Documents the \"2-2-2\" rapid-response doctrine — operational precedent for Leviathan's instance-level reaction protocols.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 50, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_HUMOR_GOV20", "title": "How Taiwan used memes to fight pandemic rumours (GovInsider — humour over rumour)", "authors": "Audrey Tang / GovInsider", "year": "2020-09", "source_url": "https://govinsider.asia/intl-en/article/audrey-tang-digital-minister-how-taiwan-used-memes-to-fight-pandemic-rumours", "category": "case-study", "what_it_brings": "Documents the \"2-2-2\" rapid-response doctrine — operational precedent for Leviathan's instance-level reaction protocols.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_LESSWRONG": { "id": "TANG_LESSWRONG", "title": "Audrey Tang LessWrong author page (engagement with alignment community 2025–2026)", "authors": [ "Audrey Tang" ], "year": "2025–2026", "source_url": "https://www.lesswrong.com/users/audrey-tang", "source_url_raw": "https://www.lesswrong.com/users/audrey-tang", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Direct engagement between Tang and the AI-alignment community on horizontal-vs-vertical alignment, \"kami of care,\" civic-care ethics — most explicit current bridge between Plurality and AI safety, mirroring Leviathan's federated-sovereignty thesis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 53, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_LESSWRONG", "title": "Audrey Tang LessWrong author page (engagement with alignment community 2025–2026)", "authors": "Audrey Tang", "year": "2025–2026", "source_url": "https://www.lesswrong.com/users/audrey-tang", "category": "blog-post", "what_it_brings": "Direct engagement between Tang and the AI-alignment community on horizontal-vs-vertical alignment, \"kami of care,\" civic-care ethics — most explicit current bridge between Plurality and AI safety, mirroring Leviathan's federated-sovereignty thesis.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_NEWNORTHEASTERN24": { "id": "TANG_NEWNORTHEASTERN24", "title": "How can we use AI to build more democratic societies? (Northeastern University keynote)", "authors": [ "Audrey Tang" ], "year": "2024-04", "source_url": "https://news.northeastern.edu/2024/04/05/ai-democracy-governance/", "source_url_raw": "https://news.northeastern.edu/2024/04/05/ai-democracy-governance/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Tang's \"Rebooting Democracy in the Age of AI\" keynote with B. Noveck — situates Plurality as practical AI-governance program.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_NEWNORTHEASTERN24", "title": "How can we use AI to build more democratic societies? (Northeastern University keynote)", "authors": "Audrey Tang", "year": "2024-04", "source_url": "https://news.northeastern.edu/2024/04/05/ai-democracy-governance/", "category": "case-study", "what_it_brings": "Tang's \"Rebooting Democracy in the Age of AI\" keynote with B. Noveck — situates Plurality as practical AI-governance program.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_NOEMA21": { "id": "TANG_NOEMA21", "title": "The Frontiers of Digital Democracy (Noema interview by Nathan Gardels)", "authors": [ "Audrey Tang", "Nathan Gardels" ], "year": "2021-02", "source_url": "https://www.noemamag.com/the-frontiers-of-digital-democracy/", "source_url_raw": "https://www.noemamag.com/the-frontiers-of-digital-democracy/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "Most-cited long-form articulation of Taiwan's Pol.is/vTaiwan stack — primary source for federated-deliberation principles.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 43, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_NOEMA21", "title": "The Frontiers of Digital Democracy (Noema interview by Nathan Gardels)", "authors": "Audrey Tang, Nathan Gardels", "year": "2021-02", "source_url": "https://www.noemamag.com/the-frontiers-of-digital-democracy/", "category": "policy", "what_it_brings": "Most-cited long-form articulation of Taiwan's Pol.is/vTaiwan stack — primary source for federated-deliberation principles.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_NWAW25": { "id": "TANG_NWAW25", "title": "Taiwan's Audrey Tang shares views on healthy, open source, pro-social AI (Seattle/Ted Chiang)", "authors": [ "Audrey Tang" ], "year": "2025-02", "source_url": "https://nwasianweekly.com/2025/02/taiwans-audrey-tang-shares-views-on-healthy-open-source-pro-social-ai/", "source_url_raw": "https://nwasianweekly.com/2025/02/taiwans-audrey-tang-shares-views-on-healthy-open-source-pro-social-ai/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "\"Humility in AI design\" + \"uncommon ground\" articulation in conversation with Ted Chiang.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_NWAW25", "title": "Taiwan's Audrey Tang shares views on healthy, open source, pro-social AI (Seattle/Ted Chiang)", "authors": "Audrey Tang", "year": "2025-02", "source_url": "https://nwasianweekly.com/2025/02/taiwans-audrey-tang-shares-views-on-healthy-open-source-pro-social-ai/", "category": "policy", "what_it_brings": "\"Humility in AI design\" + \"uncommon ground\" articulation in conversation with Ted Chiang.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_NYT19": { "id": "TANG_NYT19", "title": "A Strong Democracy Is a Digital Democracy", "authors": [ "Audrey Tang" ], "year": "2019-10", "source_url": "https://www.nytimes.com/2019/10/15/opinion/taiwan-digital-democracy.html", "source_url_raw": "https://www.nytimes.com/2019/10/15/opinion/taiwan-digital-democracy.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "Tang's flagship op-ed — establishes \"fast, fair, fun\" + Pol.is as policy doctrine; useful authoritative citation for Leviathan's governance design.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 40, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_NYT19", "title": "A Strong Democracy Is a Digital Democracy", "authors": "Audrey Tang", "year": "2019-10", "source_url": "https://www.nytimes.com/2019/10/15/opinion/taiwan-digital-democracy.html", "category": "policy", "what_it_brings": "Tang's flagship op-ed — establishes \"fast, fair, fun\" + Pol.is as policy doctrine; useful authoritative citation for Leviathan's governance design.", "lineage_type": "policy" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_OPENAI_GLOBAL25": { "id": "TANG_OPENAI_GLOBAL25", "title": "Democratizing AI: Insights from the Global Dialogues Challenge (OpenAI Forum panel, Tang as judge)", "authors": [ "Audrey Tang", "Tyna Eloundou", "Zoë Hitzig", "Nabiha Syed" ], "year": "2025", "source_url": "https://forum.openai.com/public/videos/event-replay-democratizing-ai-insights-from-the-global-dialogues-challenge", "source_url_raw": "https://forum.openai.com/public/videos/event-replay-democratizing-ai-insights-from-the-global-dialogues-challenge", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "Tang serving as OpenAI Democratic-Inputs judge — direct evidence Plurality is shaping frontier-lab governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 57, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_OPENAI_GLOBAL25", "title": "Democratizing AI: Insights from the Global Dialogues Challenge (OpenAI Forum panel, Tang as judge)", "authors": "Audrey Tang, Tyna Eloundou, Zoë Hitzig, Nabiha Syed", "year": "2025", "source_url": "https://forum.openai.com/public/videos/event-replay-democratizing-ai-insights-from-the-global-dialogues-challenge", "category": "case-study", "what_it_brings": "Tang serving as OpenAI Democratic-Inputs judge — direct evidence Plurality is shaping frontier-lab governance.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_OXFORD25": { "id": "TANG_OXFORD25", "title": "AI and Democracy: Ambassador Audrey Tang on Plurality in Practice, Transparency and Collective Intelligence (Oxford podcast)", "authors": [ "Audrey Tang", "Caroline Green" ], "year": "2025", "source_url": "https://podcasts.ox.ac.uk/ai-and-democracy-ambassador-audrey-tang-plurality-practice-transparency-and-collective-intelligence", "source_url_raw": "https://podcasts.ox.ac.uk/ai-and-democracy-ambassador-audrey-tang-plurality-practice-transparency-and-collective-intelligence", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Tang's Oxford Institute for Ethics in AI fellowship talk — explicit \"radical transparency\" + \"humility\" framing Leviathan inherits.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 47, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_OXFORD25", "title": "AI and Democracy: Ambassador Audrey Tang on Plurality in Practice, Transparency and Collective Intelligence (Oxford podcast)", "authors": "Audrey Tang, Caroline Green", "year": "2025", "source_url": "https://podcasts.ox.ac.uk/ai-and-democracy-ambassador-audrey-tang-plurality-practice-transparency-and-collective-intelligence", "category": "policy", "what_it_brings": "Tang's Oxford Institute for Ethics in AI fellowship talk — explicit \"radical transparency\" + \"humility\" framing Leviathan inherits.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_RIGHTLIVELIHOOD25": { "id": "TANG_RIGHTLIVELIHOOD25", "title": "Audrey Tang — 2025 Right Livelihood Laureate (\"Alternative Nobel\") profile", "authors": [ "Right Livelihood Foundation" ], "year": "2025-12", "source_url": "https://rightlivelihood.org/the-change-makers/find-a-laureate/audrey-tang/", "source_url_raw": "https://rightlivelihood.org/the-change-makers/find-a-laureate/audrey-tang/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Major institutional recognition (Dec 2025) of Tang's Plurality-driven civic-tech work — anchors Plurality movement legitimacy in 2025–2026.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 79, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_RIGHTLIVELIHOOD25", "title": "Audrey Tang — 2025 Right Livelihood Laureate (\"Alternative Nobel\") profile", "authors": "Right Livelihood Foundation", "year": "2025-12", "source_url": "https://rightlivelihood.org/the-change-makers/find-a-laureate/audrey-tang/", "category": "policy", "what_it_brings": "Major institutional recognition (Dec 2025) of Tang's Plurality-driven civic-tech work — anchors Plurality movement legitimacy in 2025–2026.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_RSA24": { "id": "TANG_RSA24", "title": "Democracy in the age of AI / Alignment Assemblies (RSA Journal)", "authors": [ "Audrey Tang" ], "year": "2024", "source_url": "https://www.thersa.org/rsa-journal/democracy-in-the-age-of-ai/", "source_url_raw": "https://www.thersa.org/rsa-journal/democracy-in-the-age-of-ai/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Articulates the Taiwan Model + Alignment Assemblies with CIP, Anthropic, OpenAI — Tang's own positioning for Plurality-AI convergence.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 49, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_RSA24", "title": "Democracy in the age of AI / Alignment Assemblies (RSA Journal)", "authors": "Audrey Tang", "year": "2024", "source_url": "https://www.thersa.org/rsa-journal/democracy-in-the-age-of-ai/", "category": "policy", "what_it_brings": "Articulates the Taiwan Model + Alignment Assemblies with CIP, Anthropic, OpenAI — Tang's own positioning for Plurality-AI convergence.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_SAYIT": { "id": "TANG_SAYIT", "title": "SayIt — Audrey Tang's public archive (sayit.archive.tw)", "authors": [ "Audrey Tang / PDIS" ], "year": "2016–2024", "source_url": "https://sayit.archive.tw/", "source_url_raw": "https://sayit.archive.tw/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "The CC0 transcript archive of every Tang public conversation as Digital Minister — radical-transparency primary source informing Leviathan's \"log everything\" sovereign-instance norm.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 51, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_SAYIT", "title": "SayIt — Audrey Tang's public archive (sayit.archive.tw)", "authors": "Audrey Tang / PDIS", "year": "2016–2024", "source_url": "https://sayit.archive.tw/", "category": "governance-document", "what_it_brings": "The CC0 transcript archive of every Tang public conversation as Digital Minister — radical-transparency primary source informing Leviathan's \"log everything\" sovereign-instance norm.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_TED20": { "id": "TANG_TED20", "title": "How digital innovation can fight pandemics and strengthen democracy (TED)", "authors": [ "Audrey Tang" ], "year": "2020-06", "source_url": "https://www.ted.com/talks/audrey_tang_how_digital_innovation_can_fight_pandemics_and_strengthen_democracy", "source_url_raw": "https://www.ted.com/talks/audrey_tang_how_digital_innovation_can_fight_pandemics_and_strengthen_democracy", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "real-world-precedent", "what_it_brings": "TED talk on Taiwan COVID response + \"humour over rumour\" — radical-transparency principle that maps to Leviathan's Sovereign Console.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 41, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_TED20", "title": "How digital innovation can fight pandemics and strengthen democracy (TED)", "authors": "Audrey Tang", "year": "2020-06", "source_url": "https://www.ted.com/talks/audrey_tang_how_digital_innovation_can_fight_pandemics_and_strengthen_democracy", "category": "policy", "what_it_brings": "TED talk on Taiwan COVID response + \"humour over rumour\" — radical-transparency principle that maps to Leviathan's Sovereign Console.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_TEDX": { "id": "TANG_TEDX", "title": "Digital Social Innovation to Empower Democracy (TEDx)", "authors": [ "Audrey Tang" ], "year": "2019", "source_url": "https://www.ted.com/talks/audrey_tang_digital_social_innovation_to_empower_democracy", "source_url_raw": "https://www.ted.com/talks/audrey_tang_digital_social_innovation_to_empower_democracy", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "foundational", "what_it_brings": "Tang's articulation of \"internet of beings, shared reality, collaborative learning\" — core poetic frame that Leviathan's \"principles\" thesis echoes.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 42, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_TEDX", "title": "Digital Social Innovation to Empower Democracy (TEDx)", "authors": "Audrey Tang", "year": "2019", "source_url": "https://www.ted.com/talks/audrey_tang_digital_social_innovation_to_empower_democracy", "category": "policy", "what_it_brings": "Tang's articulation of \"internet of beings, shared reality, collaborative learning\" — core poetic frame that Leviathan's \"principles\" thesis echoes.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TANG_TIME24": { "id": "TANG_TIME24", "title": "Inside Audrey Tang's Plan to Align Technology with Democracy", "authors": [ "Charlie Campbell / TIME" ], "year": "2024-05", "source_url": "https://time.com/6979012/audrey-tang-interview-plurality-democracy/", "source_url_raw": "https://time.com/6979012/audrey-tang-interview-plurality-democracy/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Major TIME profile coinciding with Plurality book launch — useful authoritative source for Tang's post-ministerial mission.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TANG_TIME24", "title": "Inside Audrey Tang's Plan to Align Technology with Democracy", "authors": "Charlie Campbell / TIME", "year": "2024-05", "source_url": "https://time.com/6979012/audrey-tang-interview-plurality-democracy/", "category": "policy", "what_it_brings": "Major TIME profile coinciding with Plurality book launch — useful authoritative source for Tang's post-ministerial mission.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TARNOFF_IFTP22": { "id": "TARNOFF_IFTP22", "title": "Internet for the People: The Fight for Our Digital Future", "authors": [ "Ben Tarnoff" ], "year": "2022", "source_url": "https://www.versobooks.com/products/2674-internet-for-the-people", "source_url_raw": "https://www.versobooks.com/products/2674-internet-for-the-people", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "\"Deprivatize\" frame as alternative to interoperability frame. Leviathan can borrow the public-stack ambition while keeping fork-rights as the privacy-preserving primitive.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TARNOFF_IFTP22", "title": "Internet for the People: The Fight for Our Digital Future", "authors": "Ben Tarnoff", "year": "2022", "source_url": "https://www.versobooks.com/products/2674-internet-for-the-people", "category": "book", "what_it_brings": "\"Deprivatize\" frame as alternative to interoperability frame. Leviathan can borrow the public-stack ambition while keeping fork-rights as the privacy-preserving primitive.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "TCEXERCISES21": { "id": "TCEXERCISES21", "title": "Transformer Circuit Exercises", "authors": [ "Anthropic Interpretability Team" ], "year": "2021", "source_url": "https://transformer-circuits.pub/2021/exercises/index.html", "source_url_raw": "https://transformer-circuits.pub/2021/exercises/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "technique", "what_it_brings": "Companion exercises for the Mathematical Framework, used to teach researchers parameter-level reasoning about transformers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TCEXERCISES21", "title": "Transformer Circuit Exercises", "authors": "Anthropic Interpretability Team", "year": "2021", "source_url": "https://transformer-circuits.pub/2021/exercises/index.html", "category": "interpretability", "what_it_brings": "Companion exercises for the Mathematical Framework, used to teach researchers parameter-level reasoning about transformers.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "TDT10": { "id": "TDT10", "title": "Timeless Decision Theory", "authors": [ "Eliezer Yudkowsky" ], "year": "2010", "source_url": "https://intelligence.org/files/TDT.pdf", "source_url_raw": "urlintelligence.org/files/TDT.pdfhttps://intelligence.org/files/TDT.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Core MIRI-era decision theory document. Relevant because Leviathan’s constitutional layer still sits atop agents that may face embedded strategic dilemmas.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TDT10", "title": "Timeless Decision Theory", "authors": "Eliezer Yudkowsky", "year": "2010", "source_url": "urlintelligence.org/files/TDT.pdfhttps://intelligence.org/files/TDT.pdf", "category": "technical-report", "what_it_brings": "Core MIRI-era decision theory document. Relevant because Leviathan’s constitutional layer still sits atop agents that may face embedded strategic dilemmas.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "TEACHCLAUDEWHY26": { "id": "TEACHCLAUDEWHY26", "title": "Teaching Claude Why", "authors": [ "Anthropic Alignment Team" ], "year": "2026", "source_url": "https://www.anthropic.com/research/teaching-claude-why", "source_url_raw": "https://www.anthropic.com/research/teaching-claude-why", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "recent-validation", "what_it_brings": "New approaches to reducing agentic misalignment through reasoning training.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 108, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TEACHCLAUDEWHY26", "title": "Teaching Claude Why", "authors": "Anthropic Alignment Team", "year": "2026", "source_url": "https://www.anthropic.com/research/teaching-claude-why", "category": "alignment-research", "what_it_brings": "New approaches to reducing agentic misalignment through reasoning training.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "TEAM24": { "id": "TEAM24", "title": "Introducing ChatGPT Team", "authors": [ "OpenAI" ], "year": "2024-01", "source_url": "https://openai.com/index/introducing-chatgpt-team/", "source_url_raw": "https://openai.com/index/introducing-chatgpt-team/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Shows assistant governance moving from individuals to collaborative workspaces.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 97, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TEAM24", "title": "Introducing ChatGPT Team", "authors": "OpenAI", "year": "2024-01", "source_url": "https://openai.com/index/introducing-chatgpt-team/", "category": "product-announcement", "what_it_brings": "Shows assistant governance moving from individuals to collaborative workspaces.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "TEAM_MIRAI_JP26": { "id": "TEAM_MIRAI_JP26", "title": "The Taiwan-Inspired AI Revolution: Team Mirai in Japan's Parliament", "authors": [ "CommonWealth Magazine" ], "year": "2026-04", "source_url": "https://english.cw.com.tw/article/article.action?id=4711", "source_url_raw": "https://english.cw.com.tw/article/article.action?id=4711", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "recent-validation", "what_it_brings": "First international political party explicitly built on Plurality / \"broad listening\" (Anno Takahiro, Japan Diet) — most recent (2026) real-world adoption of the Plurality stack.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TEAM_MIRAI_JP26", "title": "The Taiwan-Inspired AI Revolution: Team Mirai in Japan's Parliament", "authors": "CommonWealth Magazine", "year": "2026-04", "source_url": "https://english.cw.com.tw/article/article.action?id=4711", "category": "case-study", "what_it_brings": "First international political party explicitly built on Plurality / \"broad listening\" (Anno Takahiro, Japan Diet) — most recent (2026) real-world adoption of the Plurality stack.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TECHAGENDA25": { "id": "TECHAGENDA25", "title": "Recommendations for Technical AI Safety Research Directions", "authors": [ "Anthropic" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/research-recommendations/", "source_url_raw": "https://alignment.anthropic.com/2025/research-recommendations/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "List of technical AI safety problems Anthropic wants to see progress on.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 154, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TECHAGENDA25", "title": "Recommendations for Technical AI Safety Research Directions", "authors": "Anthropic", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/research-recommendations/", "category": "policy", "what_it_brings": "List of technical AI safety problems Anthropic wants to see progress on.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "TECHNOCRACY_LW": { "id": "TECHNOCRACY_LW", "title": "Why Glen Weyl is a technocrat (LessWrong response)", "authors": [ "Christian Kleineidam et al." ], "year": "2020", "source_url": "https://www.lesswrong.com/posts/4q23a2aNKBrtg2eYm/why-glen-weyl-is-a-technocrat", "source_url_raw": "https://www.lesswrong.com/posts/4q23a2aNKBrtg2eYm/why-glen-weyl-is-a-technocrat", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Rationalist-community pushback on Weyl's \"Why I Am Not A Technocrat\" — important counter-argument Leviathan should acknowledge.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TECHNOCRACY_LW", "title": "Why Glen Weyl is a technocrat (LessWrong response)", "authors": "Christian Kleineidam et al.", "year": "2020", "source_url": "https://www.lesswrong.com/posts/4q23a2aNKBrtg2eYm/why-glen-weyl-is-a-technocrat", "category": "critique", "what_it_brings": "Rationalist-community pushback on Weyl's \"Why I Am Not A Technocrat\" — important counter-argument Leviathan should acknowledge.", "lineage_type": "critique" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "TECHNOOPT23": { "id": "TECHNOOPT23", "title": "My techno-optimism", "authors": [ "Vitalik Buterin" ], "year": "2023", "source_url": "https://vitalik.eth.limo/general/2023/11/27/techno_optimism.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2023/11/27/techno_optimism.htmlhttps://vitalik.eth.limo/general/2023/11/27/techno_optimism.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Introduces d/acc framing that later ties crypto, AI, and defense-favoring governance together.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 69, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TECHNOOPT23", "title": "My techno-optimism", "authors": "Vitalik Buterin", "year": "2023", "source_url": "urlhttps://vitalik.eth.limo/general/2023/11/27/techno_optimism.htmlhttps://vitalik.eth.limo/general/2023/11/27/techno_optimism.html", "category": "blog-post", "what_it_brings": "Introduces d/acc framing that later ties crypto, AI, and defense-favoring governance together.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "TED_ENDWORLD23": { "id": "TED_ENDWORLD23", "title": "Will superintelligent AI end the world?", "authors": [ "Eliezer Yudkowsky" ], "year": "2023-04", "source_url": "https://www.ted.com/talks/eliezer_yudkowsky_will_superintelligent_ai_end_the_world", "source_url_raw": "urlted.com/talks/eliezer_yudkowsky_will_superintelligent_ai_end_the_worldhttps://www.ted.com/talks/eliezer_yudkowsky_will_superintelligent_ai_end_the_world", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Mass-audience version of the doom thesis. Shows how the alignment-skeptic case crossed from niche theory into mainstream public discourse.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TED_ENDWORLD23", "title": "Will superintelligent AI end the world?", "authors": "Eliezer Yudkowsky", "year": "2023-04", "source_url": "urlted.com/talks/eliezer_yudkowsky_will_superintelligent_ai_end_the_worldhttps://www.ted.com/talks/eliezer_yudkowsky_will_superintelligent_ai_end_the_world", "category": "blog-post", "what_it_brings": "Mass-audience version of the doom thesis. Shows how the alignment-skeptic case crossed from niche theory into mainstream public discourse.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "TEST_TRAIN22": { "id": "TEST_TRAIN22", "title": "Distinguishing test from training", "authors": [ "Nate Soares" ], "year": "2022-11", "source_url": "https://www.lesswrong.com/posts/vCQNTuowPcnu6xqQN/distinguishing-test-from-training", "source_url_raw": "urllesswrong.com/.../distinguishing-test-from-traininghttps://www.lesswrong.com/posts/vCQNTuowPcnu6xqQN/distinguishing-test-from-training", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Direct objection to honeypots, evals, and reward shaping as sufficient. This matters because constitutional prompting can look safe in training while failing under deployment awareness.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 39, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TEST_TRAIN22", "title": "Distinguishing test from training", "authors": "Nate Soares", "year": "2022-11", "source_url": "urllesswrong.com/.../distinguishing-test-from-traininghttps://www.lesswrong.com/posts/vCQNTuowPcnu6xqQN/distinguishing-test-from-training", "category": "critique", "what_it_brings": "Direct objection to honeypots, evals, and reward shaping as sufficient. This matters because constitutional prompting can look safe in training while failing under deployment awareness.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "THINKINGMACHINES_HUMAN26": { "id": "THINKINGMACHINES_HUMAN26", "title": "The Future Worth Building Is Human", "authors": [ "Thinking Machines Lab" ], "year": "2026-07", "source_url": "https://thinkingmachines.ai/blog/the-future-worth-building-is-human/", "source_url_raw": "https://thinkingmachines.ai/blog/the-future-worth-building-is-human/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "A frontier lab's (Thinking Machines Lab, founded by Mira Murati) independent convergence on Leviathan's core thesis: distributed consent, resistance to power concentration, and value pluralism. \"Power that needs nothing from people loses the incentive to care for their needs and values\" is a near-verbatim external echo of Leviathan's indispensability-erosion argument; \"For artificial intelligence to benefit from distributed knowledge, it must itself be distributed\" and \"A single alignment spec suppresses creativity and diversity and stultifies progress\" sit in the same \"distribution is a choice\" vein as STANFORD_ACTNOW26 and ACEMOGLU_PP23 — but voiced from inside the frontier-lab quarter, not academia. Cites the SAME Leo XIV encyclical (Magnifica Humanitas, 2026) that whatisleviathan already invokes, plus Arendt (\"no man must ever become a means to an end\") and the Hayekian claim that dispersed knowledge is a collective strength.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "THINKINGMACHINES_HUMAN26", "title": "The Future Worth Building Is Human", "authors": "Thinking Machines Lab", "year": "2026-07", "source_url": "https://thinkingmachines.ai/blog/the-future-worth-building-is-human/", "category": "blog-post", "what_it_brings": "A frontier lab's (Thinking Machines Lab, founded by Mira Murati) independent convergence on Leviathan's core thesis: distributed consent, resistance to power concentration, and value pluralism. \"Power that needs nothing from people loses the incentive to care for their needs and values\" is a near-verbatim external echo of Leviathan's indispensability-erosion argument; \"For artificial intelligence to benefit from distributed knowledge, it must itself be distributed\" and \"A single alignment spec suppresses creativity and diversity and stultifies progress\" sit in the same \"distribution is a choice\" vein as STANFORD_ACTNOW26 and ACEMOGLU_PP23 — but voiced from inside the frontier-lab quarter, not academia. Cites the SAME Leo XIV encyclical (Magnifica Humanitas, 2026) that whatisleviathan already invokes, plus Arendt (\"no man must ever become a means to an end\") and the Hayekian claim that dispersed knowledge is a collective strength.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "THINKMACH25": { "id": "THINKMACH25", "title": "Thinking Machines Lab is ex-OpenAI CTO Mira Murati’s new startup", "authors": [ "TechCrunch" ], "year": "2025-02", "source_url": "https://techcrunch.com/2025/02/18/thinking-machines-lab-is-ex-openai-cto-mira-muratis-new-startup/", "source_url_raw": "https://techcrunch.com/2025/02/18/thinking-machines-lab-is-ex-openai-cto-mira-muratis-new-startup/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Important post-OpenAI organizational fork emphasizing human-AI collaboration and customizability.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 134, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "THINKMACH25", "title": "Thinking Machines Lab is ex-OpenAI CTO Mira Murati’s new startup", "authors": "TechCrunch", "year": "2025-02", "source_url": "https://techcrunch.com/2025/02/18/thinking-machines-lab-is-ex-openai-cto-mira-muratis-new-startup/", "category": "critique", "what_it_brings": "Important post-OpenAI organizational fork emphasizing human-AI collaboration and customizability.", "lineage_type": "critique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "TIDT15": { "id": "TIDT15", "title": "Toward Idealized Decision Theory", "authors": [ "Nate Soares", "Benja Fallenstein" ], "year": "2015", "source_url": "https://arxiv.org/abs/1507.01986", "source_url_raw": "urlarxiv.org/abs/1507.01986https://arxiv.org/abs/1507.01986", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Formalizes a decision-theoretic response to embedded strategic reasoning problems. Relevant to Leviathan because constitutions do not eliminate dangerous optimization under uncertainty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TIDT15", "title": "Toward Idealized Decision Theory", "authors": "Nate Soares, Benja Fallenstein", "year": "2015", "source_url": "urlarxiv.org/abs/1507.01986https://arxiv.org/abs/1507.01986", "category": "research-paper", "what_it_brings": "Formalizes a decision-theoretic response to embedded strategic reasoning problems. Relevant to Leviathan because constitutions do not eliminate dangerous optimization under uncertainty.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "TIME_SHUTDOWN23": { "id": "TIME_SHUTDOWN23", "title": "Pausing AI Developments Isn’t Enough. We Need to Shut it All Down", "authors": [ "Eliezer Yudkowsky" ], "year": "2023-03", "source_url": "https://time.com/6266923/ai-eliezer-yudkowsky-open-letter-not-enough/", "source_url_raw": "urltime.com/.../ai-eliezer-yudkowsky-open-letter-not-enoughhttps://time.com/6266923/ai-eliezer-yudkowsky-open-letter-not-enough/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "policy", "what_it_brings": "The strongest public moratorium argument from the x-risk wing. Leviathan explicitly rejects this route, so it is important to cite it cleanly and without softening.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TIME_SHUTDOWN23", "title": "Pausing AI Developments Isn’t Enough. We Need to Shut it All Down", "authors": "Eliezer Yudkowsky", "year": "2023-03", "source_url": "urltime.com/.../ai-eliezer-yudkowsky-open-letter-not-enoughhttps://time.com/6266923/ai-eliezer-yudkowsky-open-letter-not-enough/", "category": "policy", "what_it_brings": "The strongest public moratorium argument from the x-risk wing. Leviathan explicitly rejects this route, so it is important to cite it cleanly and without softening.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "TOKENECON25": { "id": "TOKENECON25", "title": "Token Economy: Third Edition", "authors": [ "Shermin Voshmgir" ], "year": "2025", "source_url": "https://token.kitchen/token-economy", "source_url_raw": "urlhttps://token.kitchen/token-economyturn9search5", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "recent-validation", "what_it_brings": "Current open-access entry point into Web3 institutional design, including DAO and Maker-oriented material.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 86, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TOKENECON25", "title": "Token Economy: Third Edition", "authors": "Shermin Voshmgir", "year": "2025", "source_url": "urlhttps://token.kitchen/token-economyturn9search5", "category": "book", "what_it_brings": "Current open-access entry point into Web3 institutional design, including DAO and Maker-oriented material.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "TORNGOV20": { "id": "TORNGOV20", "title": "Tornado.Cash Governance Proposal", "authors": [ "Tornado Cash contributors" ], "year": "2020", "source_url": "https://tornado-cash.medium.com/tornado-cash-governance-proposal-a55c5c7d0703", "source_url_raw": "urlhttps://tornado-cash.medium.com/tornado-cash-governance-proposal-a55c5c7d0703turn37search1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "foundational", "what_it_brings": "Primary source for TORN governance mechanics and treasury controls before sanctions; baseline for later state-action analysis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 58, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TORNGOV20", "title": "Tornado.Cash Governance Proposal", "authors": "Tornado Cash contributors", "year": "2020", "source_url": "urlhttps://tornado-cash.medium.com/tornado-cash-governance-proposal-a55c5c7d0703turn37search1", "category": "governance-document", "what_it_brings": "Primary source for TORN governance mechanics and treasury controls before sanctions; baseline for later state-action analysis.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "TORNRESP22": { "id": "TORNRESP22", "title": "Torn by US Sanctions, Tornado Cash Token Tumbles", "authors": [ "Blockworks" ], "year": "2022-08", "source_url": "https://blockworks.com/news/torn-by-us-sanctions-tornado-cash-token-tumbles", "source_url_raw": "urlhttps://blockworks.com/news/torn-by-us-sanctions-tornado-cash-token-tumblesturn37search14", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Documents the DAO’s immediate treasury-multisig response after sanctions; useful for studying emergency centralization under legal threat.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 60, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TORNRESP22", "title": "Torn by US Sanctions, Tornado Cash Token Tumbles", "authors": "Blockworks", "year": "2022-08", "source_url": "urlhttps://blockworks.com/news/torn-by-us-sanctions-tornado-cash-token-tumblesturn37search14", "category": "case-study", "what_it_brings": "Documents the DAO’s immediate treasury-multisig response after sanctions; useful for studying emergency centralization under legal threat.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "TOWARDSMONO23": { "id": "TOWARDSMONO23", "title": "Towards Monosemanticity: Decomposing Language Models with Dictionary Learning", "authors": [ "Bricken", "Templeton", "Batson", "Chen", "Jermyn", "Conerly", "Turner", "Anil", "Denison", "Askell, et al." ], "year": "2023", "source_url": "https://transformer-circuits.pub/2023/monosemantic-features/index.html", "source_url_raw": "https://transformer-circuits.pub/2023/monosemantic-features/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "First Anthropic SAE result: extracts interpretable features from a one-layer transformer.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TOWARDSMONO23", "title": "Towards Monosemanticity: Decomposing Language Models with Dictionary Learning", "authors": "Bricken, Templeton, Batson, Chen, Jermyn, Conerly, Turner, Anil, Denison, Askell, et al.", "year": "2023", "source_url": "https://transformer-circuits.pub/2023/monosemantic-features/index.html", "category": "interpretability", "what_it_brings": "First Anthropic SAE result: extracts interpretable features from a one-layer transformer.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "TOYSUPERPOSITION22": { "id": "TOYSUPERPOSITION22", "title": "Toy Models of Superposition", "authors": [ "Elhage", "Hume", "Olsson", "Schiefer", "Henighan", "Kravec", "Hatfield-Dodds", "Lasenby", "Drain", "Chen", "Grosse", "McCandlish", "Kaplan", "Amodei", "Wattenberg", "Olah" ], "year": "2022", "source_url": "https://transformer-circuits.pub/2022/toy_model/index.html", "source_url_raw": "https://transformer-circuits.pub/2022/toy_model/index.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "interpretability", "lineage_type": "foundational", "what_it_brings": "Foundational paper on polysemanticity/superposition; explains why neurons encode multiple features.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TOYSUPERPOSITION22", "title": "Toy Models of Superposition", "authors": "Elhage, Hume, Olsson, Schiefer, Henighan, Kravec, Hatfield-Dodds, Lasenby, Drain, Chen, Grosse, McCandlish, Kaplan, Amodei, Wattenberg, Olah", "year": "2022", "source_url": "https://transformer-circuits.pub/2022/toy_model/index.html", "category": "interpretability", "what_it_brings": "Foundational paper on polysemanticity/superposition; explains why neurons encode multiple features.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "TRECVIT_26": { "id": "TRECVIT_26", "title": "TRecViT: A Recurrent Video Transformer", "authors": [ "Google DeepMind" ], "year": "2026-01", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Enhances the temporal consistency of video processing through recurrent transformer architectures. This ensures that agents navigating the brain-written physical spaces maintain a coherent understanding of physics and object permanence.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 103, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "TRECVIT_26", "title": "TRecViT: A Recurrent Video Transformer", "authors": "Google DeepMind", "year": "2026-01", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Enhances the temporal consistency of video processing through recurrent transformer architectures. This ensures that agents navigating the brain-written physical spaces maintain a coherent understanding of physics and object permanence." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "TRENTAI17": { "id": "TRENTAI17", "title": "AI DAOs, and Three Paths to Get There", "authors": [ "Trent McConaghy" ], "year": "2017", "source_url": "https://medium.com/%40trentmc0/ai-daos-and-three-paths-to-get-there-cfa0a4cc37b8", "source_url_raw": "urlhttps://medium.com/%40trentmc0/ai-daos-and-three-paths-to-get-there-cfa0a4cc37b8turn8search4", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Early statement connecting AI agency to DAO governance and quorum automation; relevant to AI-federation governance lineage.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "TRENTAI17", "title": "AI DAOs, and Three Paths to Get There", "authors": "Trent McConaghy", "year": "2017", "source_url": "urlhttps://medium.com/%40trentmc0/ai-daos-and-three-paths-to-get-there-cfa0a4cc37b8turn8search4", "category": "blog-post", "what_it_brings": "Early statement connecting AI agency to DAO governance and quorum automation; 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By learning to predict missing actions in a sequence, this technique enables agents to seamlessly recover from physical perturbations while adhering to constitutional paths.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 104, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "UNIMASK_2X", "title": "Unimask", "authors": "DeepMind Authors", "year": "2023", "source_url": "[https://www.tandfonline.com/doi/full/10.1080/01691864.2024.2408593](https://www.tandfonline.com/doi/full/10.1080/01691864.2024.2408593)", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Extends masked prediction models (like BERT) to robotic trajectories. 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source identity and availability are not established.", "category": "case-study", "lineage_type": "critique", "what_it_brings": "Concrete empirical reminder that surface safeguards can be stripped away. Strong citation against inflated trust in instruction tuning or constitutional wrappers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 87, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "UNRLHF23", "title": "unRLHF — Efficiently undoing LLM safeguards", "authors": "SERI MATS / Palisade-affiliated authors", "year": "2023-10", "source_url": "urlconjecture.dev/researchhttps://www.conjecture.dev/research", "category": "case-study", "what_it_brings": "Concrete empirical reminder that surface safeguards can be stripped away. Strong citation against inflated trust in instruction tuning or constitutional wrappers.", "lineage_type": "critique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "URGENCYINTERP25": { "id": "URGENCYINTERP25", "title": "The Urgency of Interpretability", "authors": [ "Dario Amodei" ], "year": "2025", "source_url": "https://www.darioamodei.com/post/the-urgency-of-interpretability", "source_url_raw": "https://www.darioamodei.com/post/the-urgency-of-interpretability", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "policy", "what_it_brings": "Argues interpretability is critical and urgent for AI safety.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 156, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "URGENCYINTERP25", "title": "The Urgency of Interpretability", "authors": "Dario Amodei", "year": "2025", "source_url": "https://www.darioamodei.com/post/the-urgency-of-interpretability", "category": "blog-post", "what_it_brings": "Argues interpretability is critical and urgent for AI safety.", "lineage_type": "policy" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "VALIDATION20": { "id": "VALIDATION20", "title": "A Philosophy of Blockchain Validation", "authors": [ "Vitalik Buterin" ], "year": "2020", "source_url": "https://vitalik.eth.limo/general/2020/08/17/philosophy.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2020/08/17/philosophy.htmlhttps://vitalik.eth.limo/general/2020/08/17/philosophy.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Treats validation as a social-security problem, not merely a consensus algorithm; useful for Leviathan’s observer model.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 49, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VALIDATION20", "title": "A Philosophy of Blockchain Validation", "authors": "Vitalik Buterin", "year": "2020", "source_url": "urlhttps://vitalik.eth.limo/general/2020/08/17/philosophy.htmlhttps://vitalik.eth.limo/general/2020/08/17/philosophy.html", "category": "blog-post", "what_it_brings": "Treats validation as a social-security problem, not merely a consensus algorithm; useful for Leviathan’s observer model.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "VALUESINWILD25": { "id": "VALUESINWILD25", "title": "Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions", "authors": [ "Huang", "Tamkin", "Durmus, et al." ], "year": "2025", "source_url": "https://arxiv.org/abs/2504.15236", "source_url_raw": "https://arxiv.org/abs/2504.15236", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Maps values expressed by Claude in 308K real subjective conversations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 103, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VALUESINWILD25", "title": "Values in the Wild: Discovering and Analyzing Values in Real-World Language Model Interactions", "authors": "Huang, Tamkin, Durmus, et al.", "year": "2025", "source_url": "https://arxiv.org/abs/2504.15236", "category": "research-paper", "what_it_brings": "Maps values expressed by Claude in 308K real subjective conversations.", "lineage_type": "technique" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_HEDGES24": { "id": "VAROUFAKIS_HEDGES24", "title": "Chris Hedges Report: Technofeudalism interview", "authors": [ "Yanis Varoufakis", "Chris Hedges" ], "year": "2024", "source_url": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "source_url_raw": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "podcast-appearance", "lineage_type": "diagnosis", "what_it_brings": "Accessible long-form summary of the book's thesis for non-economist audiences — useful citation when popularizing Leviathan's framing.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 38, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_HEDGES24", "title": "Chris Hedges Report: Technofeudalism interview", "authors": "Yanis Varoufakis, Chris Hedges", "year": "2024", "source_url": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "category": "podcast-appearance", "what_it_brings": "Accessible long-form summary of the book's thesis for non-economist audiences — useful citation when popularizing Leviathan's framing.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_NOVARA24": { "id": "VAROUFAKIS_NOVARA24", "title": "DiEM25 / Novara Media live discussion with Aaron Bastani", "authors": [ "Yanis Varoufakis", "Aaron Bastani" ], "year": "2024-02", "source_url": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "source_url_raw": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "podcast-appearance", "lineage_type": "diagnosis", "what_it_brings": "Long-form articulation of cloud-capital theory for left-tech audience; bridges Bastani's automation-utopianism with Varoufakis's pessimism about who controls the cloud.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_NOVARA24", "title": "DiEM25 / Novara Media live discussion with Aaron Bastani", "authors": "Yanis Varoufakis, Aaron Bastani", "year": "2024-02", "source_url": "https://www.yanisvaroufakis.eu/category/technofeudalism/", "category": "podcast-appearance", "what_it_brings": "Long-form articulation of cloud-capital theory for left-tech audience; bridges Bastani's automation-utopianism with Varoufakis's pessimism about who controls the cloud.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_NYRKR24": { "id": "VAROUFAKIS_NYRKR24", "title": "Has Capitalism Been Replaced by \"Technofeudalism\"? (New Yorker profile)", "authors": [ "John Cassidy / Yanis Varoufakis" ], "year": "2024-04", "source_url": "https://www.newyorker.com/magazine/2024/04/29/technofeudalism-yanis-varoufakis-book-review", "source_url_raw": "https://www.newyorker.com/magazine/2024/04/29/technofeudalism-yanis-varoufakis-book-review", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay [paywalled]", "lineage_type": "diagnosis", "what_it_brings": "Mainstream-American introduction to the thesis. Cites the term's contested status — Leviathan can use the diagnosis without committing to the exact taxonomy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_NYRKR24", "title": "Has Capitalism Been Replaced by \"Technofeudalism\"? (New Yorker profile)", "authors": "John Cassidy / Yanis Varoufakis", "year": "2024-04", "source_url": "https://www.newyorker.com/magazine/2024/04/29/technofeudalism-yanis-varoufakis-book-review", "category": "essay [paywalled]", "what_it_brings": "Mainstream-American introduction to the thesis. Cites the term's contested status — Leviathan can use the diagnosis without committing to the exact taxonomy.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_PS21": { "id": "VAROUFAKIS_PS21", "title": "Techno-Feudalism Is Taking Over (Project Syndicate, original column)", "authors": [ "Yanis Varoufakis" ], "year": "2021-06", "source_url": "https://www.project-syndicate.org/commentary/techno-feudalism-replacing-market-capitalism-by-yanis-varoufakis-2021-06", "source_url_raw": "https://www.project-syndicate.org/commentary/techno-feudalism-replacing-market-capitalism-by-yanis-varoufakis-2021-06", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "diagnosis", "what_it_brings": "The original term-coining column; lighter than the book and useful as a citation gateway for the thesis Leviathan accepts as diagnosis.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_PS21", "title": "Techno-Feudalism Is Taking Over (Project Syndicate, original column)", "authors": "Yanis Varoufakis", "year": "2021-06", "source_url": "https://www.project-syndicate.org/commentary/techno-feudalism-replacing-market-capitalism-by-yanis-varoufakis-2021-06", "category": "essay", "what_it_brings": "The original term-coining column; lighter than the book and useful as a citation gateway for the thesis Leviathan accepts as diagnosis.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_PS25_WAR": { "id": "VAROUFAKIS_PS25_WAR", "title": "Technofeudalism Is War's Handmaiden (Project Syndicate)", "authors": [ "Yanis Varoufakis" ], "year": "2025-02", "source_url": "https://www.project-syndicate.org/commentary/rise-of-cloud-capital-makes-war-more-likely-by-yanis-varoufakis-2025-02", "source_url_raw": "https://www.project-syndicate.org/commentary/rise-of-cloud-capital-makes-war-more-likely-by-yanis-varoufakis-2025-02", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Extends the diagnosis: cloud capital steers states toward strategic traps and conflict. Leviathan's federated multi-jurisdictional design is a counter-architecture to single-empire cloud capital.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_PS25_WAR", "title": "Technofeudalism Is War's Handmaiden (Project Syndicate)", "authors": "Yanis Varoufakis", "year": "2025-02", "source_url": "https://www.project-syndicate.org/commentary/rise-of-cloud-capital-makes-war-more-likely-by-yanis-varoufakis-2025-02", "category": "essay", "what_it_brings": "Extends the diagnosis: cloud capital steers states toward strategic traps and conflict. Leviathan's federated multi-jurisdictional design is a counter-architecture to single-empire cloud capital.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_TF23": { "id": "VAROUFAKIS_TF23", "title": "Technofeudalism: What Killed Capitalism", "authors": [ "Yanis Varoufakis" ], "year": "2023", "source_url": "https://www.penguin.co.uk/books/451795/technofeudalism-by-varoufakis-yanis/9781529926095", "source_url_raw": "https://www.penguin.co.uk/books/451795/technofeudalism-by-varoufakis-yanis/9781529926095", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "Names the structural condition Leviathan responds to: cloud capital extracts rent rather than profit; users are \"cloud serfs.\" Leviathan inverts the cloud-fief relation by keeping POS on the user's machine.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_TF23", "title": "Technofeudalism: What Killed Capitalism", "authors": "Yanis Varoufakis", "year": "2023", "source_url": "https://www.penguin.co.uk/books/451795/technofeudalism-by-varoufakis-yanis/9781529926095", "category": "book", "what_it_brings": "Names the structural condition Leviathan responds to: cloud capital extracts rent rather than profit; users are \"cloud serfs.\" Leviathan inverts the cloud-fief relation by keeping POS on the user's machine.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VAROUFAKIS_WIRED24": { "id": "VAROUFAKIS_WIRED24", "title": "Welcome to the Age of Technofeudalism (WIRED interview)", "authors": [ "Yanis Varoufakis" ], "year": "2024-04", "source_url": "https://www.yanisvaroufakis.eu/2024/04/22/welcome-to-the-age-of-technofeudalism-interviewed-by-wired-magazine/", "source_url_raw": "https://www.yanisvaroufakis.eu/2024/04/22/welcome-to-the-age-of-technofeudalism-interviewed-by-wired-magazine/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "journalism-investigation", "lineage_type": "diagnosis", "what_it_brings": "Compact taxonomy: vassal capitalists, cloud proles, cloud serfs. Useful three-class map Leviathan can name when describing who its constitutional protections cover.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VAROUFAKIS_WIRED24", "title": "Welcome to the Age of Technofeudalism (WIRED interview)", "authors": "Yanis Varoufakis", "year": "2024-04", "source_url": "https://www.yanisvaroufakis.eu/2024/04/22/welcome-to-the-age-of-technofeudalism-interviewed-by-wired-magazine/", "category": "journalism-investigation", "what_it_brings": "Compact taxonomy: vassal capitalists, cloud proles, cloud serfs. Useful three-class map Leviathan can name when describing who its constitutional protections cover.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "VECDB24": { "id": "VECDB24", "title": "Vector Databases & Semantic Memory: 2024 Landscape", "authors": [ "Graft/SingleStore et al." ], "year": "2024", "source_url": "https://www.singlestore.com/blog/-ultimate-guide-vector-database-landscape-2024/", "source_url_raw": "https://www.singlestore.com/blog/-ultimate-guide-vector-database-landscape-2024/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "Pinecone, Weaviate, Qdrant, Milvus. Semantic memory as vector search: embeddings enable retrieval-by-meaning not keyword. Essential infrastructure for persistent memory in RAG architectures. $200M+ investment 2024-2025.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-personal-ai.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VECDB24", "title": "Vector Databases & Semantic Memory: 2024 Landscape", "authors": "Graft/SingleStore et al.", "year": "2024", "source_url": "https://www.singlestore.com/blog/-ultimate-guide-vector-database-landscape-2024/", "category": "technique", "what_it_brings": "Pinecone, Weaviate, Qdrant, Milvus. Semantic memory as vector search: embeddings enable retrieval-by-meaning not keyword. Essential infrastructure for persistent memory in RAG architectures. $200M+ investment 2024-2025.", "lineage_type": "technique" } }, "type": "reference", "source_file": "personal-ai", "informs": [], "extends": [], "contradicts": [] }, "VEO31_26": { "id": "VEO31_26", "title": "Veo 3.1 Ingredients to Video", "authors": [ "Google DeepMind" ], "year": "2026-01", "source_url": "https://blog.google/innovation-and-ai/technology/ai/veo-3-1-ingredients-to-video/", "source_url_raw": "https://blog.google/innovation-and-ai/technology/ai/veo-3-1-ingredients-to-video/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Upgrades generative video to maintain character and object consistency across environments. This is a critical capability for maintaining persistent agent identities and physical laws within simulated or brain-written realities.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 72, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "VEO31_26", "title": "Veo 3.1 Ingredients to Video", "authors": "Google DeepMind", "year": "2026-01", "source_url": "https://blog.google/innovation-and-ai/technology/ai/veo-3-1-ingredients-to-video/", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Upgrades generative video to maintain character and object consistency across environments. This is a critical capability for maintaining persistent agent identities and physical laws within simulated or brain-written realities." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "VERIFY23": { "id": "VERIFY23", "title": "Let’s Verify Step by Step", "authors": [ "Hunter Lightman", "Vineet Kosaraju", "Yura Burda", "Harri Edwards", "Bowen Baker, et al." ], "year": "2023", "source_url": "https://arxiv.org/abs/2305.20050", "source_url_raw": "https://arxiv.org/abs/2305.20050", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "technique", "what_it_brings": "Process supervision becomes concrete and directly relevant to auditable reasoning models.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 64, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VERIFY23", "title": "Let’s Verify Step by Step", "authors": "Hunter Lightman, Vineet Kosaraju, Yura Burda, Harri Edwards, Bowen Baker, et al.", "year": "2023", "source_url": "https://arxiv.org/abs/2305.20050", "category": "alignment-research", "what_it_brings": "Process supervision becomes concrete and directly relevant to auditable reasoning models.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "VERIFY_AGREEMENTS24": { "id": "VERIFY_AGREEMENTS24", "title": "Mechanisms to Verify International Agreements About AI Development", "authors": [ "Aaron Scher", "Lisa Thiergart" ], "year": "2024", "source_url": "https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf", "source_url_raw": "urlintelligence.org/.../Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdfhttps://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "policy", "what_it_brings": "Concrete technical-governance paper on monitoring AI agreements. Leviathan should cite it where governance claims meet verifiability constraints.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 45, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VERIFY_AGREEMENTS24", "title": "Mechanisms to Verify International Agreements About AI Development", "authors": "Aaron Scher, Lisa Thiergart", "year": "2024", "source_url": "urlintelligence.org/.../Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdfhttps://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf", "category": "governance-document", "what_it_brings": "Concrete technical-governance paper on monitoring AI agreements. Leviathan should cite it where governance claims meet verifiability constraints.", "lineage_type": "policy" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "VERMONT18": { "id": "VERMONT18", "title": "11 V.S.A. § 4173 Authority; Requirements for Blockchain-Based Limited Liability Companies", "authors": [ "Vermont Legislature" ], "year": "2018", "source_url": "https://legislature.vermont.gov/statutes/section/11/025/04173", "source_url_raw": "urlhttps://legislature.vermont.gov/statutes/section/11/025/04173turn11search1", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Important earlier U.S. path for blockchain-governed entities; useful comparison to Wyoming’s DAO-specific model.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 91, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VERMONT18", "title": "11 V.S.A. § 4173 Authority; Requirements for Blockchain-Based Limited Liability Companies", "authors": "Vermont Legislature", "year": "2018", "source_url": "urlhttps://legislature.vermont.gov/statutes/section/11/025/04173turn11search1", "category": "legal-framework", "what_it_brings": "Important earlier U.S. path for blockchain-governed entities; useful comparison to Wyoming’s DAO-specific model.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "VIDEO_DETECTION_25": { "id": "VIDEO_DETECTION_25", "title": "AI-Generated Video Detection via Perceptual Straightening", "authors": [ "Google DeepMind" ], "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Establishes methods for detecting synthetic video, providing the cryptographic and perceptual provenance necessary to maintain truth and accountability in a federated, brain-written information ecosystem.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 56, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "VIDEO_DETECTION_25", "title": "AI-Generated Video Detection via Perceptual Straightening", "authors": "Google DeepMind", "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Establishes methods for detecting synthetic video, providing the cryptographic and perceptual provenance necessary to maintain truth and accountability in a federated, brain-written information ecosystem." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "VINGEAN15": { "id": "VINGEAN15", "title": "Vingean Reflection: Reliable Reasoning for Self-Improving Agents", "authors": [ "Benja Fallenstein", "Nate Soares" ], "year": "2015", "source_url": "https://intelligence.org/all-publications/", "source_url_raw": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Tackles how an agent can trust stronger future versions of itself. This is directly adjacent to the skeptic worry that aligned systems may become unaligned under capability amplification.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-alignment-skeptic.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VINGEAN15", "title": "Vingean Reflection: Reliable Reasoning for Self-Improving Agents", "authors": "Benja Fallenstein, Nate Soares", "year": "2015", "source_url": "urlintelligence.org/all-publicationshttps://intelligence.org/all-publications/", "category": "technical-report", "what_it_brings": "Tackles how an agent can trust stronger future versions of itself. This is directly adjacent to the skeptic worry that aligned systems may become unaligned under capability amplification.", "lineage_type": "technique" } }, "type": "reference", "source_file": "alignment-skeptic", "informs": [], "extends": [], "contradicts": [] }, "VISUAL_INTENTION_25": { "id": "VISUAL_INTENTION_25", "title": "Visual Intention Grounding for Egocentric Assistants", "authors": [ "Google DeepMind" ], "year": "2025-08", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Equips AI with the ability to infer human goals from first-person visual data. This enables embodied Leviathan agents to proactively align their actions with the unstated, context-dependent desires of the sovereign user.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 61, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "VISUAL_INTENTION_25", "title": "Visual Intention Grounding for Egocentric Assistants", "authors": "Google DeepMind", "year": "2025-08", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Equips AI with the ability to infer human goals from first-person visual data. This enables embodied Leviathan agents to proactively align their actions with the unstated, context-dependent desires of the sovereign user." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "VITONCHAIN18": { "id": "VITONCHAIN18", "title": "Vitalik Buterin Discusses On-chain Governance", "authors": [ "Vitalik Buterin" ], "year": "2018", "source_url": "https://www.youtube.com/watch?v=w-CH_5il9aU", "source_url_raw": "urlhttps://www.youtube.com/watch?v=w-CH_5il9aUhttps://www.youtube.com/watch?v=w-CH_5il9aU", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Compact primary talk where Vitalik explains why he cooled on strong on-chain governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 44, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VITONCHAIN18", "title": "Vitalik Buterin Discusses On-chain Governance", "authors": "Vitalik Buterin", "year": "2018", "source_url": "urlhttps://www.youtube.com/watch?v=w-CH_5il9aUhttps://www.youtube.com/watch?v=w-CH_5il9aU", "category": "governance-document", "what_it_brings": "Compact primary talk where Vitalik explains why he cooled on strong on-chain governance.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "VITPOLPHIL23": { "id": "VITPOLPHIL23", "title": "Vitalik Buterin on political philosophy in the 21st century", "authors": [ "Vitalik Buterin" ], "year": "2023", "source_url": "https://www.youtube.com/watch?v=miI7f78DX9c", "source_url_raw": "urlhttps://www.youtube.com/watch?v=miI7f78DX9chttps://www.youtube.com/watch?v=miI7f78DX9c", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Valuable long-form interview on sovereignty, institutions, and political design beyond narrow crypto topics.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 70, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VITPOLPHIL23", "title": "Vitalik Buterin on political philosophy in the 21st century", "authors": "Vitalik Buterin", "year": "2023", "source_url": "urlhttps://www.youtube.com/watch?v=miI7f78DX9chttps://www.youtube.com/watch?v=miI7f78DX9c", "category": "governance-document", "what_it_brings": "Valuable long-form interview on sovereignty, institutions, and political design beyond narrow crypto topics.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "VOTING221": { "id": "VOTING221", "title": "Blockchain voting is overrated among uninformed people but underrated among informed people", "authors": [ "Vitalik Buterin" ], "year": "2021", "source_url": "https://vitalik.eth.limo/general/2021/05/25/voting2.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2021/05/25/voting2.htmlhttps://vitalik.eth.limo/general/2021/05/25/voting2.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "critique", "what_it_brings": "Nuanced treatment of where blockchain voting helps and fails, useful for scoped governance in sovereign instances.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 55, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VOTING221", "title": "Blockchain voting is overrated among uninformed people but underrated among informed people", "authors": "Vitalik Buterin", "year": "2021", "source_url": "urlhttps://vitalik.eth.limo/general/2021/05/25/voting2.htmlhttps://vitalik.eth.limo/general/2021/05/25/voting2.html", "category": "blog-post", "what_it_brings": "Nuanced treatment of where blockchain voting helps and fails, useful for scoped governance in sovereign instances.", "lineage_type": "critique" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "VOTING321": { "id": "VOTING321", "title": "Moving beyond coin voting governance", "authors": [ "Vitalik Buterin" ], "year": "2021", "source_url": "https://vitalik.eth.limo/general/2021/08/16/voting3.html", "source_url_raw": "urlhttps://vitalik.eth.limo/general/2021/08/16/voting3.htmlhttps://vitalik.eth.limo/general/2021/08/16/voting3.html", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Strongest practical argument for non-coin governance mechanisms; directly relevant to Leviathan’s anti-plutocratic design space.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 56, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VOTING321", "title": "Moving beyond coin voting governance", "authors": "Vitalik Buterin", "year": "2021", "source_url": "urlhttps://vitalik.eth.limo/general/2021/08/16/voting3.htmlhttps://vitalik.eth.limo/general/2021/08/16/voting3.html", "category": "blog-post", "what_it_brings": "Strongest practical argument for non-coin governance mechanisms; directly relevant to Leviathan’s anti-plutocratic design space.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_BRIDGE25": { "id": "VTAIWAN_BRIDGE25", "title": "Bridging Voting and Deliberation with Algorithms: Field Insights from vTaiwan and Kultur Komitee", "authors": [ "Joshua C. Yang", "Fynn Bachmann" ], "year": "2025-02", "source_url": "https://arxiv.org/abs/2502.05017", "source_url_raw": "https://arxiv.org/abs/2502.05017", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Recent (2025) algorithmic complement to vTaiwan + budget-assembly case studies — demonstrates active research frontier Leviathan can integrate.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 39, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_BRIDGE25", "title": "Bridging Voting and Deliberation with Algorithms: Field Insights from vTaiwan and Kultur Komitee", "authors": "Joshua C. Yang, Fynn Bachmann", "year": "2025-02", "source_url": "https://arxiv.org/abs/2502.05017", "category": "research-paper", "what_it_brings": "Recent (2025) algorithmic complement to vTaiwan + budget-assembly case studies — demonstrates active research frontier Leviathan can integrate.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_COMPDEM": { "id": "VTAIWAN_COMPDEM", "title": "vTaiwan case study (Computational Democracy Project)", "authors": [ "Computational Democracy Project" ], "year": "2018", "source_url": "https://compdemocracy.org/case-studies/2014-vtaiwan/", "source_url_raw": "https://compdemocracy.org/case-studies/2014-vtaiwan/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Comprehensive case-study repository for vTaiwan implementations — primary source for federated-deliberation precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_COMPDEM", "title": "vTaiwan case study (Computational Democracy Project)", "authors": "Computational Democracy Project", "year": "2018", "source_url": "https://compdemocracy.org/case-studies/2014-vtaiwan/", "category": "case-study", "what_it_brings": "Comprehensive case-study repository for vTaiwan implementations — primary source for federated-deliberation precedent.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_FLOP24": { "id": "VTAIWAN_FLOP24", "title": "Taiwan Tried to Digitize Democracy With vTaiwan. It Was a Huge Flop", "authors": [ "Tim Hua / The Daily Beast" ], "year": "2024", "source_url": "https://www.thedailybeast.com/taiwan-tried-to-digitize-democracy-with-vtaiwan-it-was-a-huge-flop/", "source_url_raw": "https://www.thedailybeast.com/taiwan-tried-to-digitize-democracy-with-vtaiwan-it-was-a-huge-flop/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Reports vTaiwan unused for major decisions since 2018 (~30 cases total) — the explicit scaling problem Leviathan must address (federation needs 1000s of decisions).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_FLOP24", "title": "Taiwan Tried to Digitize Democracy With vTaiwan. It Was a Huge Flop", "authors": "Tim Hua / The Daily Beast", "year": "2024", "source_url": "https://www.thedailybeast.com/taiwan-tried-to-digitize-democracy-with-vtaiwan-it-was-a-huge-flop/", "category": "critique", "what_it_brings": "Reports vTaiwan unused for major decisions since 2018 (~30 cases total) — the explicit scaling problem Leviathan must address (federation needs 1000s of decisions).", "lineage_type": "critique" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_HSIAO18": { "id": "VTAIWAN_HSIAO18", "title": "vTaiwan: An Empirical Study of Open Consultation Process in Taiwan", "authors": [ "Yu-Tang Hsiao", "Shu-Yang Lin", "Audrey Tang", "Darshana Narayanan", "Claudina Sarahe" ], "year": "2018", "source_url": "https://osf.io/preprints/socarxiv/xyhft/", "source_url_raw": "https://osf.io/preprints/socarxiv/xyhft/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "The canonical academic write-up of vTaiwan + UberX — real-world precedent for federated democratic deliberation Leviathan can cite.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_HSIAO18", "title": "vTaiwan: An Empirical Study of Open Consultation Process in Taiwan", "authors": "Yu-Tang Hsiao, Shu-Yang Lin, Audrey Tang, Darshana Narayanan, Claudina Sarahe", "year": "2018", "source_url": "https://osf.io/preprints/socarxiv/xyhft/", "category": "case-study", "what_it_brings": "The canonical academic write-up of vTaiwan + UberX — real-world precedent for federated democratic deliberation Leviathan can cite.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_NOVECK24": { "id": "VTAIWAN_NOVECK24", "title": "Was vTaiwan such a big flop, after all?", "authors": [ "Beth Simone Noveck" ], "year": "2024", "source_url": "https://bethnoveck.medium.com/was-vtaiwan-such-a-big-flop-after-all-d6b365f916dc", "source_url_raw": "https://bethnoveck.medium.com/was-vtaiwan-such-a-big-flop-after-all-d6b365f916dc", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Nuanced critique from a leading civic-tech academic — \"humans get along better once they log off\" caveat directly relevant to Leviathan's federation-vs-centralization argument.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_NOVECK24", "title": "Was vTaiwan such a big flop, after all?", "authors": "Beth Simone Noveck", "year": "2024", "source_url": "https://bethnoveck.medium.com/was-vtaiwan-such-a-big-flop-after-all-d6b365f916dc", "category": "critique", "what_it_brings": "Nuanced critique from a leading civic-tech academic — \"humans get along better once they log off\" caveat directly relevant to Leviathan's federation-vs-centralization argument.", "lineage_type": "critique" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_PARTICIPEDIA": { "id": "VTAIWAN_PARTICIPEDIA", "title": "vTaiwan (Participedia entry)", "authors": [ "Participedia community" ], "year": "2019", "source_url": "https://participedia.net/method/vtaiwan", "source_url_raw": "https://participedia.net/method/vtaiwan", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "Independent participedia documentation — useful for triangulating vTaiwan's actual decision count and impact.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_PARTICIPEDIA", "title": "vTaiwan (Participedia entry)", "authors": "Participedia community", "year": "2019", "source_url": "https://participedia.net/method/vtaiwan", "category": "case-study", "what_it_brings": "Independent participedia documentation — useful for triangulating vTaiwan's actual decision count and impact.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "VTAIWAN_RELAUNCH25": { "id": "VTAIWAN_RELAUNCH25", "title": "vTaiwan: New Experiments in Digital Democracy (Peter Cui presentation, Jan 2025)", "authors": [ "Peter Jiawei Cui" ], "year": "2025-01", "source_url": "https://digicnx.network/vtaiwan-new-experiments-in-digital-democracy-january-2025/", "source_url_raw": "https://digicnx.network/vtaiwan-new-experiments-in-digital-democracy-january-2025/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "case-study", "lineage_type": "real-world-precedent", "what_it_brings": "2023 community-driven vTaiwan relaunch around AI — documents how the deliberation model is being repurposed for AI governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 38, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "VTAIWAN_RELAUNCH25", "title": "vTaiwan: New Experiments in Digital Democracy (Peter Cui presentation, Jan 2025)", "authors": "Peter Jiawei Cui", "year": "2025-01", "source_url": "https://digicnx.network/vtaiwan-new-experiments-in-digital-democracy-january-2025/", "category": "case-study", "what_it_brings": "2023 community-driven vTaiwan relaunch around AI — documents how the deliberation model is being repurposed for AI governance.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WARZEL_ATLANTIC24": { "id": "WARZEL_ATLANTIC24", "title": "The Atlantic AI essays / Galaxy Brain podcast", "authors": [ "Charlie Warzel" ], "year": "2024–2026", "source_url": "https://www.theatlantic.com/author/charlie-warzel/", "source_url_raw": "https://www.theatlantic.com/author/charlie-warzel/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "journalism-investigation", "lineage_type": "journalism-evidence", "what_it_brings": "\"AI is a mass-delusion event\" + ScarJo/OpenAI essays. Cultural-mood diagnosis — Leviathan's framing must engage the delusion, not just the harms.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 80, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WARZEL_ATLANTIC24", "title": "The Atlantic AI essays / Galaxy Brain podcast", "authors": "Charlie Warzel", "year": "2024–2026", "source_url": "https://www.theatlantic.com/author/charlie-warzel/", "category": "journalism-investigation", "what_it_brings": "\"AI is a mass-delusion event\" + ScarJo/OpenAI essays. Cultural-mood diagnosis — Leviathan's framing must engage the delusion, not just the harms.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WEAKSTRONG24": { "id": "WEAKSTRONG24", "title": "Eliciting Strong Capabilities With Weak Supervision", "authors": [ "Collin Burns, et al." ], "year": "2024", "source_url": "https://arxiv.org/abs/2312.09390", "source_url_raw": "https://arxiv.org/abs/2312.09390", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "Explicitly argues naive RLHF may scale poorly to superhuman systems, directly supporting Leviathan’s third-path argument.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 68, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEAKSTRONG24", "title": "Eliciting Strong Capabilities With Weak Supervision", "authors": "Collin Burns, et al.", "year": "2024", "source_url": "https://arxiv.org/abs/2312.09390", "category": "alignment-research", "what_it_brings": "Explicitly argues naive RLHF may scale poorly to superhuman systems, directly supporting Leviathan’s third-path argument.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "WEATHERNEXT_2_25": { "id": "WEATHERNEXT_2_25", "title": "WeatherNext 2", "authors": [ "Google DeepMind" ], "year": "2025-11", "source_url": "https://blog.google/technology/ai/2025-research-breakthroughs/", "source_url_raw": "https://blog.google/technology/ai/2025-research-breakthroughs/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Generates advanced weather forecasts 8x faster than previous models. By simulating entire planetary atmospheric conditions, this work reinforces the scope of DeepMind’s world-modeling capabilities that will soon merge with agentic environments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 50, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "WEATHERNEXT_2_25", "title": "WeatherNext 2", "authors": "Google DeepMind", "year": "2025-11", "source_url": "https://blog.google/technology/ai/2025-research-breakthroughs/", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Generates advanced weather forecasts 8x faster than previous models. By simulating entire planetary atmospheric conditions, this work reinforces the scope of DeepMind’s world-modeling capabilities that will soon merge with agentic environments." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "WEBGPT21": { "id": "WEBGPT21", "title": "WebGPT: Browser-assisted question-answering with human feedback", "authors": [ "Reiichiro Nakano", "Jacob Hilton", "Suchir Balaji", "Jeff Wu", "Long Ouyang, et al." ], "year": "2021", "source_url": "https://arxiv.org/abs/2112.09332", "source_url_raw": "https://arxiv.org/abs/2112.09332", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "alignment-research", "lineage_type": "foundational", "what_it_brings": "One of the clearest direct ancestors of web-enabled research agents and citation-grounded assistance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEBGPT21", "title": "WebGPT: Browser-assisted question-answering with human feedback", "authors": "Reiichiro Nakano, Jacob Hilton, Suchir Balaji, Jeff Wu, Long Ouyang, et al.", "year": "2021", "source_url": "https://arxiv.org/abs/2112.09332", "category": "alignment-research", "what_it_brings": "One of the clearest direct ancestors of web-enabled research agents and citation-grounded assistance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "WEBSEARCHAPI25": { "id": "WEBSEARCHAPI25", "title": "Claude Web Search API", "authors": [ "Anthropic" ], "year": "2025", "source_url": "https://www.anthropic.com/news/web-search", "source_url_raw": "https://www.anthropic.com/news/web-search", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Real-time internet access via API for Claude.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-anthropic.md", "line": 160, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEBSEARCHAPI25", "title": "Claude Web Search API", "authors": "Anthropic", "year": "2025", "source_url": "https://www.anthropic.com/news/web-search", "category": "product-announcement", "what_it_brings": "Real-time internet access via API for Claude.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "anthropic", "informs": [], "extends": [], "contradicts": [] }, "WEFDAO22": { "id": "WEFDAO22", "title": "Decentralized Autonomous Organizations: Beyond the Hype", "authors": [ "World Economic Forum", "Wharton Blockchain", "Digital Asset Project" ], "year": "2022", "source_url": "https://www3.weforum.org/docs/WEF_Decentralized_Autonomous_Organizations_Beyond_the_Hype_2022.pdf", "source_url_raw": "urlhttps://www3.weforum.org/docs/WEF_Decentralized_Autonomous_Organizations_Beyond_the_Hype_2022.pdfturn29search3", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "policy", "what_it_brings": "Broad taxonomy and governance overview from a policy-facing perspective; useful as a neutral framing document.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 74, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEFDAO22", "title": "Decentralized Autonomous Organizations: Beyond the Hype", "authors": "World Economic Forum, Wharton Blockchain and Digital Asset Project", "year": "2022", "source_url": "urlhttps://www3.weforum.org/docs/WEF_Decentralized_Autonomous_Organizations_Beyond_the_Hype_2022.pdfturn29search3", "category": "technical-report", "what_it_brings": "Broad taxonomy and governance overview from a policy-facing perspective; useful as a neutral framing document.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "WEFTOOL23": { "id": "WEFTOOL23", "title": "Decentralized Autonomous Organization Toolkit", "authors": [ "World Economic Forum" ], "year": "2023", "source_url": "https://www.weforum.org/publications/decentralized-autonomous-organization-toolkit/", "source_url_raw": "urlhttps://www.weforum.org/publications/decentralized-autonomous-organization-toolkit/turn29search7", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "technique", "what_it_brings": "Practical toolkit on DAO design, decentralization assessment, and stakeholder mapping; useful for implementation tradeoffs.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 75, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEFTOOL23", "title": "Decentralized Autonomous Organization Toolkit", "authors": "World Economic Forum", "year": "2023", "source_url": "urlhttps://www.weforum.org/publications/decentralized-autonomous-organization-toolkit/turn29search7", "category": "technical-report", "what_it_brings": "Practical toolkit on DAO design, decentralization assessment, and stakeholder mapping; useful for implementation tradeoffs.", "lineage_type": "technique" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "WEYL_80K19": { "id": "WEYL_80K19", "title": "Glen Weyl on radical institutional reforms (80,000 Hours podcast)", "authors": [ "Robert Wiblin", "E. 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Glen Weyl", "year": "2019", "source_url": "https://80000hours.org/podcast/episodes/glen-weyl-radically-reforming-capitalism-and-democracy/", "category": "policy", "what_it_brings": "Long-form Weyl interview situating RxC mission — useful biographical/intellectual primary source.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WEYL_COINDESK18": { "id": "WEYL_COINDESK18", "title": "Ethereum's New Radical: Glen Weyl Isn't Vitalik But He's Its Next Best Hope", "authors": [ "CoinDesk" ], "year": "2018-12", "source_url": "https://www.coindesk.com/markets/2018/12/31/ethereums-new-radical-glen-weyl-isnt-vitalik-but-hes-its-next-best-hope", "source_url_raw": "https://www.coindesk.com/markets/2018/12/31/ethereums-new-radical-glen-weyl-isnt-vitalik-but-hes-its-next-best-hope", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "policy", "lineage_type": "recent-validation", "what_it_brings": "Documents the Buterin–Weyl partnership origin — historical anchor for Plurality–Ethereum convergence Leviathan stands on.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 77, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEYL_COINDESK18", "title": "Ethereum's New Radical: Glen Weyl Isn't Vitalik But He's Its Next Best Hope", "authors": "CoinDesk", "year": "2018-12", "source_url": "https://www.coindesk.com/markets/2018/12/31/ethereums-new-radical-glen-weyl-isnt-vitalik-but-hes-its-next-best-hope", "category": "policy", "what_it_brings": "Documents the Buterin–Weyl partnership origin — historical anchor for Plurality–Ethereum convergence Leviathan stands on.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WEYL_GLENWEYL_HOME": { "id": "WEYL_GLENWEYL_HOME", "title": "E. Glen Weyl personal site (project portfolio: Plural Tech Collaboratory, Plurality Institute, RxC, Faith Family Tech)", "authors": [ "E. Glen Weyl" ], "year": "2024–2026", "source_url": "https://glenweyl.com/", "source_url_raw": "https://glenweyl.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-document", "lineage_type": "recent-validation", "what_it_brings": "Master index of Weyl's current institutional roles — useful for situating Plurality movement organizationally as of 2026.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 74, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEYL_GLENWEYL_HOME", "title": "E. Glen Weyl personal site (project portfolio: Plural Tech Collaboratory, Plurality Institute, RxC, Faith Family Tech)", "authors": "E. 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Glen Weyl", "year": "2019-01", "source_url": "https://www.radicalxchange.org/media/blog/2019-01-14-j73qnz/", "category": "blog-post", "what_it_brings": "Establishes RxC's intellectual distance from neoliberal/libertarian camps — useful for situating Leviathan's \"Rousseau\" position vs Hobbesian corporate-AI.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WEYL_NOT_STATE19": { "id": "WEYL_NOT_STATE19", "title": "Why I Am Not A Statist", "authors": [ "E. Glen Weyl" ], "year": "2019-01", "source_url": "https://www.radicalxchange.org/updates/blog/2019-01-28-5ixa34/", "source_url_raw": "https://www.radicalxchange.org/updates/blog/2019-01-28-5ixa34/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Establishes RxC's distance from state-regulated frame — useful to differentiate Leviathan's federated layer from a Lockean state-AI regulator.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEYL_NOT_STATE19", "title": "Why I Am Not A Statist", "authors": "E. Glen Weyl", "year": "2019-01", "source_url": "https://www.radicalxchange.org/updates/blog/2019-01-28-5ixa34/", "category": "blog-post", "what_it_brings": "Establishes RxC's distance from state-regulated frame — useful to differentiate Leviathan's federated layer from a Lockean state-AI regulator.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WEYL_NOT_TECH19": { "id": "WEYL_NOT_TECH19", "title": "Why I Am Not A Technocrat", "authors": [ "E. Glen Weyl" ], "year": "2019-08", "source_url": "https://www.radicalxchange.org/updates/blog/2019-08-19-bv61r6/", "source_url_raw": "https://www.radicalxchange.org/updates/blog/2019-08-19-bv61r6/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "foundational", "what_it_brings": "Critiques rationalist/EA technocratic capture of AI alignment — direct argument for Leviathan's \"principles people can fork, not rules they must obey\" framing.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-plurality.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEYL_NOT_TECH19", "title": "Why I Am Not A Technocrat", "authors": "E. Glen Weyl", "year": "2019-08", "source_url": "https://www.radicalxchange.org/updates/blog/2019-08-19-bv61r6/", "category": "blog-post", "what_it_brings": "Critiques rationalist/EA technocratic capture of AI alignment — direct argument for Leviathan's \"principles people can fork, not rules they must obey\" framing.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "plurality", "informs": [], "extends": [], "contradicts": [] }, "WEYL_TANG_PLURALITY24": { "id": "WEYL_TANG_PLURALITY24", "title": "⿻ Plurality: The Future of Collaborative Technology and Democracy", "authors": [ "E. Glen Weyl", "Audrey Tang", "Plurality Community" ], "year": "2024", "source_url": "https://plurality.net/", "source_url_raw": "https://plurality.net/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "proposed-alternative", "what_it_brings": "Leviathan's allied movement. Plurality = explicit constitutional embrace of difference; Leviathan = a specific institutional implementation in the same family.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 72, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WEYL_TANG_PLURALITY24", "title": "⿻ Plurality: The Future of Collaborative Technology and Democracy", "authors": "E. Glen Weyl, Audrey Tang, Plurality Community", "year": "2024", "source_url": "https://plurality.net/", "category": "book", "what_it_brings": "Leviathan's allied movement. Plurality = explicit constitutional embrace of difference; Leviathan = a specific institutional implementation in the same family.", "lineage_type": "proposed-alternative" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WHISPER22": { "id": "WHISPER22", "title": "Robust Speech Recognition via Large-Scale Weak Supervision", "authors": [ "Alec Radford", "Jong Wook Kim", "Tao Xu", "Greg Brockman", "Christine McLeavey", "Ilya Sutskever" ], "year": "2022", "source_url": "https://arxiv.org/abs/2212.04356", "source_url_raw": "https://arxiv.org/abs/2212.04356", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Broadens the agent interface to speech, making governance of multimodal assistants materially more complex.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 59, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHISPER22", "title": "Robust Speech Recognition via Large-Scale Weak Supervision", "authors": "Alec Radford, Jong Wook Kim, Tao Xu, Greg Brockman, Christine McLeavey, Ilya Sutskever", "year": "2022", "source_url": "https://arxiv.org/abs/2212.04356", "category": "research-paper", "what_it_brings": "Broadens the agent interface to speech, making governance of multimodal assistants materially more complex.", "lineage_type": "technique" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "WHITE_CITNEED24": { "id": "WHITE_CITNEED24", "title": "Citation Needed (Substack newsletter, including \"AI isn't useless. But is it worth it?\")", "authors": [ "Molly White" ], "year": "2024–2026", "source_url": "https://www.citationneeded.news/", "source_url_raw": "https://www.citationneeded.news/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "recent-validation", "what_it_brings": "Pragmatic AI critique that resists both boosterism and total dismissal. Calibrates Leviathan's tone — useful, not utopian.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 84, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHITE_CITNEED24", "title": "Citation Needed (Substack newsletter, including \"AI isn't useless. 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Useful caution Leviathan must engage: decentralization rhetoric is not decentralized governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 83, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHITE_W3IGGG21", "title": "Web3 Is Going Just Great", "authors": "Molly White", "year": "2021–2026", "source_url": "https://www.web3isgoinggreat.com/", "category": "journalism-investigation", "what_it_brings": "Running ledger of crypto/web3 failures. Useful caution Leviathan must engage: decentralization rhetoric is not decentralized governance.", "lineage_type": "critique" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WHITTAKER_AINOW_AI24": { "id": "WHITTAKER_AINOW_AI24", "title": "What is AI? (AI Now Salons, two-part conversation)", "authors": [ "Meredith Whittaker" ], "year": "2024", "source_url": "https://ainowinstitute.org/general/what-is-ai-part-1-with-meredith-whittaker-ai-now-salons", "source_url_raw": "https://ainowinstitute.org/general/what-is-ai-part-1-with-meredith-whittaker-ai-now-salons", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "diagnosis", "what_it_brings": "Historical grounding: AI's emergence is bound to internet privatization and surveillance advertising. Leviathan's response must therefore be at the political-economy layer, not the model layer.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 49, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHITTAKER_AINOW_AI24", "title": "What is AI? (AI Now Salons, two-part conversation)", "authors": "Meredith Whittaker", "year": "2024", "source_url": "https://ainowinstitute.org/general/what-is-ai-part-1-with-meredith-whittaker-ai-now-salons", "category": "lecture-talk", "what_it_brings": "Historical grounding: AI's emergence is bound to internet privatization and surveillance advertising. Leviathan's response must therefore be at the political-economy layer, not the model layer.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WHITTAKER_SXSW25": { "id": "WHITTAKER_SXSW25", "title": "Agentic AI has profound security and privacy issues (SXSW)", "authors": [ "Meredith Whittaker" ], "year": "2025-03", "source_url": "https://techcrunch.com/2025/03/07/signal-president-meredith-whittaker-calls-out-agentic-ai-as-having-profound-security-and-privacy-issues/", "source_url_raw": "https://techcrunch.com/2025/03/07/signal-president-meredith-whittaker-calls-out-agentic-ai-as-having-profound-security-and-privacy-issues/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "recent-validation", "what_it_brings": "\"Brain in a jar\" critique of AI agents that breach the OS/app barrier. Direct argument for Leviathan's POS-as-versioned-identity model where the user's machine remains the trust root.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 50, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHITTAKER_SXSW25", "title": "Agentic AI has profound security and privacy issues (SXSW)", "authors": "Meredith Whittaker", "year": "2025-03", "source_url": "https://techcrunch.com/2025/03/07/signal-president-meredith-whittaker-calls-out-agentic-ai-as-having-profound-security-and-privacy-issues/", "category": "lecture-talk", "what_it_brings": "\"Brain in a jar\" critique of AI agents that breach the OS/app barrier. Direct argument for Leviathan's POS-as-versioned-identity model where the user's machine remains the trust root.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WHITTAKER_TC23": { "id": "WHITTAKER_TC23", "title": "AI is fundamentally a surveillance technology (TechCrunch Disrupt talk)", "authors": [ "Meredith Whittaker" ], "year": "2023-09", "source_url": "https://techcrunch.com/2023/09/25/signals-meredith-whittaker-ai-is-fundamentally-a-surveillance-technology/", "source_url_raw": "https://techcrunch.com/2023/09/25/signals-meredith-whittaker-ai-is-fundamentally-a-surveillance-technology/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "lecture-talk", "lineage_type": "diagnosis", "what_it_brings": "\"The Venn diagram is a circle.\" Establishes the structural identity of AI and surveillance — Leviathan's POS-on-device design directly contests the surveillance premise.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 48, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WHITTAKER_TC23", "title": "AI is fundamentally a surveillance technology (TechCrunch Disrupt talk)", "authors": "Meredith Whittaker", "year": "2023-09", "source_url": "https://techcrunch.com/2023/09/25/signals-meredith-whittaker-ai-is-fundamentally-a-surveillance-technology/", "category": "lecture-talk", "what_it_brings": "\"The Venn diagram is a circle.\" Establishes the structural identity of AI and surveillance — Leviathan's POS-on-device design directly contests the surveillance premise.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WORKSPACE26": { "id": "WORKSPACE26", "title": "Introducing workspace agents in ChatGPT", "authors": [ "OpenAI" ], "year": "2026-04", "source_url": "https://openai.com/index/introducing-workspace-agents-in-chatgpt/", "source_url_raw": "https://openai.com/index/introducing-workspace-agents-in-chatgpt/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "product-announcement", "lineage_type": "product-evidence", "what_it_brings": "Organizationally shared agents make role hierarchy, delegated power, and constitutional scoping first-order issues.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-openai.md", "line": 116, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WORKSPACE26", "title": "Introducing workspace agents in ChatGPT", "authors": "OpenAI", "year": "2026-04", "source_url": "https://openai.com/index/introducing-workspace-agents-in-chatgpt/", "category": "product-announcement", "what_it_brings": "Organizationally shared agents make role hierarchy, delegated power, and constitutional scoping first-order issues.", "lineage_type": "product-evidence" } }, "type": "reference", "source_file": "openai", "informs": [], "extends": [], "contradicts": [] }, "WU_CURSE18": { "id": "WU_CURSE18", "title": "The Curse of Bigness: Antitrust in the New Gilded Age", "authors": [ "Tim Wu" ], "year": "2018", "source_url": "https://globalreports.columbia.edu/books/the-curse-of-bigness", "source_url_raw": "https://globalreports.columbia.edu/books/the-curse-of-bigness", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "foundational", "what_it_brings": "Brandeisian revival argument — concentration is anti-democratic before it is anti-consumer. Provides the political theory under Leviathan's federated, not consolidated, architecture.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 54, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WU_CURSE18", "title": "The Curse of Bigness: Antitrust in the New Gilded Age", "authors": "Tim Wu", "year": "2018", "source_url": "https://globalreports.columbia.edu/books/the-curse-of-bigness", "category": "book", "what_it_brings": "Brandeisian revival argument — concentration is anti-democratic before it is anti-consumer. Provides the political theory under Leviathan's federated, not consolidated, architecture.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WU_MASTER10": { "id": "WU_MASTER10", "title": "The Master Switch: The Rise and Fall of Information Empires", "authors": [ "Tim Wu" ], "year": "2010", "source_url": "https://scholarship.law.columbia.edu/books/176/", "source_url_raw": "https://scholarship.law.columbia.edu/books/176/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "foundational", "what_it_brings": "Establishes \"the Cycle\" — every information industry oscillates between open chaos and monopoly capture; Leviathan's fork-freedom design is an explicit attempt to break the Cycle for the AI era.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WU_MASTER10", "title": "The Master Switch: The Rise and Fall of Information Empires", "authors": "Tim Wu", "year": "2010", "source_url": "https://scholarship.law.columbia.edu/books/176/", "category": "book", "what_it_brings": "Establishes \"the Cycle\" — every information industry oscillates between open chaos and monopoly capture; Leviathan's fork-freedom design is an explicit attempt to break the Cycle for the AI era.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "WYOSF21": { "id": "WYOSF21", "title": "Legislation - 2021 - SF0038", "authors": [ "Wyoming Legislature" ], "year": "2021", "source_url": "https://www.wyoleg.gov/Legislation/2021/SF0038", "source_url_raw": "urlhttps://www.wyoleg.gov/Legislation/2021/SF0038turn10search0", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "policy", "what_it_brings": "Foundational U.S. DAO LLC statute; a direct legal wrapper option for onchain organizations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-dao-postmortems.md", "line": 89, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "WYOSF21", "title": "Legislation - 2021 - SF0038", "authors": "Wyoming Legislature", "year": "2021", "source_url": "urlhttps://www.wyoleg.gov/Legislation/2021/SF0038turn10search0", "category": "legal-framework", "what_it_brings": "Foundational U.S. DAO LLC statute; a direct legal wrapper option for onchain organizations.", "lineage_type": "policy" } }, "type": "reference", "source_file": "dao-postmortems", "informs": [], "extends": [], "contradicts": [] }, "YELLOW25": { "id": "YELLOW25", "title": "Ethereum Yellow Paper", "authors": [ "Gavin Wood" ], "year": "2025-02", "source_url": "https://ethereum.github.io/yellowpaper/paper.pdf", "source_url_raw": "urlhttps://ethereum.github.io/yellowpaper/paper.pdfhttps://ethereum.github.io/yellowpaper/paper.pdf", "source_url_status": "normalized-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical-report", "lineage_type": "foundational", "what_it_brings": "Canonical formal EVM specification; anchors where human governance stops and deterministic execution begins.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-vitalik-ethereum.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "YELLOW25", "title": "Ethereum Yellow Paper", "authors": "Gavin Wood", "year": "2025-02", "source_url": "urlhttps://ethereum.github.io/yellowpaper/paper.pdfhttps://ethereum.github.io/yellowpaper/paper.pdf", "category": "technical-report", "what_it_brings": "Canonical formal EVM specification; anchors where human governance stops and deterministic execution begins.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "vitalik-ethereum", "informs": [], "extends": [], "contradicts": [] }, "ZERO_SHOT_VIDEO_25": { "id": "ZERO_SHOT_VIDEO_25", "title": "Video models are zero-shot learners and reasoners", "authors": [ "Google DeepMind" ], "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "source_url_raw": "https://deepmind.google/research/publications/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Proves that generative video models inherently acquire logical reasoning capabilities. This suggests that the brain-write convergence will naturally yield world models that intuitively understand the physical laws encoded in a user's constitution.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-deepming-googleai.md", "line": 58, "schema": "deepmind-lineage-before-commentary-v1", "raw_fields": { "id": "ZERO_SHOT_VIDEO_25", "title": "Video models are zero-shot learners and reasoners", "authors": "Google DeepMind", "year": "2025-09", "source_url": "https://deepmind.google/research/publications/", "category": "research-paper", "lineage_type": "technique", "what_it_brings": "Proves that generative video models inherently acquire logical reasoning capabilities. This suggests that the brain-write convergence will naturally yield world models that intuitively understand the physical laws encoded in a user's constitution." } }, "type": "reference", "source_file": "deepming-googleai", "informs": [], "extends": [], "contradicts": [] }, "ZIOSI24": { "id": "ZIOSI24", "title": "AISIs' Roles in Domestic and International Governance", "authors": [ "Marta Ziosi et al. (Oxford Martin School)" ], "year": "2024", "source_url": "https://www.oxfordmartin.ox.ac.uk/publications/aisis-roles-in-domestic-and-international-governance", "source_url_raw": "https://www.oxfordmartin.ox.ac.uk/publications/aisis-roles-in-domestic-and-international-governance", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "First systematic comparative study of UK/US/Japan/Singapore AISIs — academic backbone for understanding the institutional layer.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-ai-governance-policy.md", "line": 101, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ZIOSI24", "title": "AISIs' Roles in Domestic and International Governance", "authors": "Marta Ziosi et al. (Oxford Martin School)", "year": "2024", "source_url": "https://www.oxfordmartin.ox.ac.uk/publications/aisis-roles-in-domestic-and-international-governance", "category": "research-paper", "what_it_brings": "First systematic comparative study of UK/US/Japan/Singapore AISIs — academic backbone for understanding the institutional layer.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "ai-governance-policy", "informs": [], "extends": [], "contradicts": [] }, "ZITRON_WYEA24": { "id": "ZITRON_WYEA24", "title": "Where's Your Ed At (Substack: AI-bubble essays 2024–2026)", "authors": [ "Ed Zitron" ], "year": "2024–2026", "source_url": "https://www.wheresyoured.at/", "source_url_raw": "https://www.wheresyoured.at/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "blog-post", "lineage_type": "journalism-evidence", "what_it_brings": "\"AI Bubble 2027,\" \"AI Compute Demand Story Is A Lie,\" \"How The AI Bubble Bursts In 2026.\" Aggressively skeptical economic reportage; anchors Leviathan's post-bubble strategy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 82, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ZITRON_WYEA24", "title": "Where's Your Ed At (Substack: AI-bubble essays 2024–2026)", "authors": "Ed Zitron", "year": "2024–2026", "source_url": "https://www.wheresyoured.at/", "category": "blog-post", "what_it_brings": "\"AI Bubble 2027,\" \"AI Compute Demand Story Is A Lie,\" \"How The AI Bubble Bursts In 2026.\" Aggressively skeptical economic reportage; anchors Leviathan's post-bubble strategy.", "lineage_type": "journalism-evidence" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "ZUBOFF_DEATHMATCH22": { "id": "ZUBOFF_DEATHMATCH22", "title": "Surveillance Capitalism or Democracy? The Death Match of Institutional Orders", "authors": [ "Shoshana Zuboff" ], "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4292299", "source_url_raw": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4292299", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "research-paper", "lineage_type": "recent-validation", "what_it_brings": "Argues regulation alone cannot fix institutionally catastrophic data-extraction; abolition and reinvention of the underlying economic operations is required — sets the bar Leviathan's federation aims to clear.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ZUBOFF_DEATHMATCH22", "title": "Surveillance Capitalism or Democracy? The Death Match of Institutional Orders", "authors": "Shoshana Zuboff", "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4292299", "category": "research-paper", "what_it_brings": "Argues regulation alone cannot fix institutionally catastrophic data-extraction; abolition and reinvention of the underlying economic operations is required — sets the bar Leviathan's federation aims to clear.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "ZUBOFF_NYT_COUP21": { "id": "ZUBOFF_NYT_COUP21", "title": "The Coup We Are Not Talking About (NYT essay on epistemic coup)", "authors": [ "Shoshana Zuboff" ], "year": "2021-01", "source_url": "https://www.nytimes.com/2021/01/29/opinion/sunday/facebook-surveillance-society-technology.html", "source_url_raw": "https://www.nytimes.com/2021/01/29/opinion/sunday/facebook-surveillance-society-technology.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "essay", "lineage_type": "recent-validation", "what_it_brings": "Zuboff's evolution from privacy-frame to \"epistemic coup\" framing — surveillance capitalism erodes the right to know. Grounds Leviathan's claim that constitutional governance of knowledge is the missing democratic primitive.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ZUBOFF_NYT_COUP21", "title": "The Coup We Are Not Talking About (NYT essay on epistemic coup)", "authors": "Shoshana Zuboff", "year": "2021-01", "source_url": "https://www.nytimes.com/2021/01/29/opinion/sunday/facebook-surveillance-society-technology.html", "category": "essay", "what_it_brings": "Zuboff's evolution from privacy-frame to \"epistemic coup\" framing — surveillance capitalism erodes the right to know. Grounds Leviathan's claim that constitutional governance of knowledge is the missing democratic primitive.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "ZUBOFF_SC19": { "id": "ZUBOFF_SC19", "title": "The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power", "authors": [ "Shoshana Zuboff" ], "year": "2019", "source_url": "https://www.hbs.edu/faculty/Pages/item.aspx?num=56791", "source_url_raw": "https://www.hbs.edu/faculty/Pages/item.aspx?num=56791", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "book", "lineage_type": "diagnosis", "what_it_brings": "Names the data-extraction logic AI multiplies. Leviathan's POS-stays-on-device + Constitutional Company patterns are direct structural answers to \"behavioral surplus\" extraction.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-technofeudalism-discourse.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ZUBOFF_SC19", "title": "The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power", "authors": "Shoshana Zuboff", "year": "2019", "source_url": "https://www.hbs.edu/faculty/Pages/item.aspx?num=56791", "category": "book", "what_it_brings": "Names the data-extraction logic AI multiplies. Leviathan's POS-stays-on-device + Constitutional Company patterns are direct structural answers to \"behavioral surplus\" extraction.", "lineage_type": "diagnosis" } }, "type": "reference", "source_file": "technofeudalism-discourse", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_CREATOR_AI_2023": { "id": "ZUCK_CREATOR_AI_2023", "title": "Lex Fridman on creator replicas", "authors": [ "Mark Zuckerberg" ], "year": "2023-09", "source_url": "", "source_url_raw": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "power-consolidation-evidence", "what_it_brings": "Personal AI doubles and parasocial scale are core to the agency questions Leviathan wants to foreground. citeturn19view2", "quote": "“you could build an AI version of yourself [...] while you’re here”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 39, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_CREATOR_AI_2023", "title": "Lex Fridman on creator replicas", "authors": "Mark Zuckerberg", "year": "2023-09", "source_url": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "category": "podcast-quote", "quote": "“you could build an AI version of yourself [...] while you’re here”", "what_it_brings": "Personal AI doubles and parasocial scale are core to the agency questions Leviathan wants to foreground. citeturn19view2", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_FORUM_2023": { "id": "ZUCK_FORUM_2023", "title": "AI Insight Forum opening remarks", "authors": [ "Mark Zuckerberg" ], "year": "2023-09", "source_url": "", "source_url_raw": "urlabout.fb.com/news/2023/09/mark-zuckerbergs-remarks-at-ai-forumturn18view1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "talk-quote", "lineage_type": "self-aware-warning", "what_it_brings": "A classic balance-the-frame statement: pro-innovation, pro-safeguards, but not anti-scale. citeturn18view1", "quote": "“Congress should engage with AI to support innovation and safeguards.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 36, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_FORUM_2023", "title": "AI Insight Forum opening remarks", "authors": "Mark Zuckerberg", "year": "2023-09", "source_url": "urlabout.fb.com/news/2023/09/mark-zuckerbergs-remarks-at-ai-forumturn18view1", "category": "talk-quote", "quote": "“Congress should engage with AI to support innovation and safeguards.”", "what_it_brings": "A classic balance-the-frame statement: pro-innovation, pro-safeguards, but not anti-scale. citeturn18view1", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_GLASSES_2025_A": { "id": "ZUCK_GLASSES_2025_A", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": [ "Mark Zuckerberg" ], "year": "2025-07", "source_url": "", "source_url_raw": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "earnings-call", "lineage_type": "power-consolidation-evidence", "what_it_brings": "Meta’s metaverse hardware bet is reinterpreted as default AI interface strategy. citeturn18view3", "quote": "“glasses are basically going to be the ideal form factor for AI”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 44, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_GLASSES_2025_A", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": "Mark Zuckerberg", "year": "2025-07", "source_url": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "category": "earnings-call", "quote": "“glasses are basically going to be the ideal form factor for AI”", "what_it_brings": "Meta’s metaverse hardware bet is reinterpreted as default AI interface strategy. citeturn18view3", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_GLASSES_2025_B": { "id": "ZUCK_GLASSES_2025_B", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": [ "Mark Zuckerberg" ], "year": "2025-07", "source_url": "", "source_url_raw": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "earnings-call", "lineage_type": "inadvertent-honest", "what_it_brings": "A stark line: access to the dominant AI interface becomes framed as a competitive cognitive necessity. citeturn18view3", "quote": "“a pretty significant cognitive disadvantage”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 45, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_GLASSES_2025_B", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": "Mark Zuckerberg", "year": "2025-07", "source_url": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "category": "earnings-call", "quote": "“a pretty significant cognitive disadvantage”", "what_it_brings": "A stark line: access to the dominant AI interface becomes framed as a competitive cognitive necessity. citeturn18view3", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_GLASSES_2025_C": { "id": "ZUCK_GLASSES_2025_C", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": [ "Mark Zuckerberg" ], "year": "2025-07", "source_url": "", "source_url_raw": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "earnings-call", "lineage_type": "power-consolidation-evidence", "what_it_brings": "This fuses AI, wearables, and metaverse logic into one consumer-sovereignty stack. citeturn18view3", "quote": "“the ideal way to blend the physical and digital worlds together”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 46, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_GLASSES_2025_C", "title": "Meta Q2 2025 earnings call remarks on AI glasses", "authors": "Mark Zuckerberg", "year": "2025-07", "source_url": "urltechcrunch.com/zuckerberg-ai-glasses-disadvantageturn18view3", "category": "earnings-call", "quote": "“the ideal way to blend the physical and digital worlds together”", "what_it_brings": "This fuses AI, wearables, and metaverse logic into one consumer-sovereignty stack. citeturn18view3", "lineage_type": "power-consolidation-evidence" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_LLAMA_2023": { "id": "ZUCK_LLAMA_2023", "title": "Lex Fridman on Llama 2", "authors": [ "Mark Zuckerberg" ], "year": "2023-09", "source_url": "", "source_url_raw": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "techno-optimist-counter", "what_it_brings": "Useful for grounding Meta’s self-image as the anti-closed-model pole. citeturn19view1", "quote": "“the value of open sourcing [...] Llama 2 [...] is significantly greater than the risks”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 37, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_LLAMA_2023", "title": "Lex Fridman on Llama 2", "authors": "Mark Zuckerberg", "year": "2023-09", "source_url": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "category": "podcast-quote", "quote": "“the value of open sourcing [...] Llama 2 [...] is significantly greater than the risks”", "what_it_brings": "Useful for grounding Meta’s self-image as the anti-closed-model pole. citeturn19view1", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_OPEN_2024_A": { "id": "ZUCK_OPEN_2024_A", "title": "Open Source AI is the Path Forward", "authors": [ "Mark Zuckerberg" ], "year": "2024-07", "source_url": "", "source_url_raw": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "manifesto", "lineage_type": "inadvertent-honest", "what_it_brings": "This is the business motive stated plainly: openness as strategic independence from rival cognitive infrastructure. citeturn18view0", "quote": "“We need to control our own destiny and not get locked into a closed vendor.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 40, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_OPEN_2024_A", "title": "Open Source AI is the Path Forward", "authors": "Mark Zuckerberg", "year": "2024-07", "source_url": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "category": "manifesto", "quote": "“We need to control our own destiny and not get locked into a closed vendor.”", "what_it_brings": "This is the business motive stated plainly: openness as strategic independence from rival cognitive infrastructure. citeturn18view0", "lineage_type": "inadvertent-honest" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_OPEN_2024_B": { "id": "ZUCK_OPEN_2024_B", "title": "Open Source AI is the Path Forward", "authors": [ "Mark Zuckerberg" ], "year": "2024-07", "source_url": "", "source_url_raw": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "manifesto", "lineage_type": "techno-optimist-counter", "what_it_brings": "A strong philosophical claim that Meta uses to moralize its open-weights strategy. citeturn18view0", "quote": "“open source is necessary for a positive AI future.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 41, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_OPEN_2024_B", "title": "Open Source AI is the Path Forward", "authors": "Mark Zuckerberg", "year": "2024-07", "source_url": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "category": "manifesto", "quote": "“open source is necessary for a positive AI future.”", "what_it_brings": "A strong philosophical claim that Meta uses to moralize its open-weights strategy. citeturn18view0", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_OPEN_2024_C": { "id": "ZUCK_OPEN_2024_C", "title": "Open Source AI is the Path Forward", "authors": [ "Mark Zuckerberg" ], "year": "2024-07", "source_url": "", "source_url_raw": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "manifesto", "lineage_type": "self-aware-warning", "what_it_brings": "The thesis statement against centralization is explicit here, making later caveats more important, not less. citeturn18view0", "quote": "“power isn’t concentrated in the hands of a small number of companies”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 42, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_OPEN_2024_C", "title": "Open Source AI is the Path Forward", "authors": "Mark Zuckerberg", "year": "2024-07", "source_url": "urlabout.fb.com/news/2024/07/open-source-ai-is-the-path-forwardturn18view0", "category": "manifesto", "quote": "“power isn’t concentrated in the hands of a small number of companies”", "what_it_brings": "The thesis statement against centralization is explicit here, making later caveats more important, not less. citeturn18view0", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_PSI_2025": { "id": "ZUCK_PSI_2025", "title": "Personal Superintelligence for Everyone", "authors": [ "Mark Zuckerberg" ], "year": "2025-07", "source_url": "", "source_url_raw": "urlmeta.com/superintelligenceturn16search0", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "manifesto", "lineage_type": "techno-optimist-counter", "what_it_brings": "“Personal” is the key word: this is Meta’s attempt to seize the individual-agency lane. citeturn16search0turn18view2", "quote": "“Meta’s vision is to bring personal superintelligence to everyone.”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 43, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_PSI_2025", "title": "Personal Superintelligence for Everyone", "authors": "Mark Zuckerberg", "year": "2025-07", "source_url": "urlmeta.com/superintelligenceturn16search0", "category": "manifesto", "quote": "“Meta’s vision is to bring personal superintelligence to everyone.”", "what_it_brings": "“Personal” is the key word: this is Meta’s attempt to seize the individual-agency lane. citeturn16search0turn18view2", "lineage_type": "techno-optimist-counter" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "ZUCK_SINGLE_AI_2023": { "id": "ZUCK_SINGLE_AI_2023", "title": "Lex Fridman on AI in the metaverse", "authors": [ "Mark Zuckerberg" ], "year": "2023-09", "source_url": "", "source_url_raw": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "source_url_status": "unresolved", "source_url_note": "The imported citation has no explicit HTTP(S) URL; no scheme was guessed.", "category": "podcast-quote", "lineage_type": "self-aware-warning", "what_it_brings": "This is one of the cleanest anti-monopoly AI quotes from a sitting mega-platform CEO. citeturn19view2", "quote": "“we want the world to evolve in a way where there isn’t a single AI super intelligence”", "quote_status": "unverified-import", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-tech-ceo-voices_v_2.md", "line": 38, "schema": "ceo-quote-commentary-lineage-v1", "raw_fields": { "id": "ZUCK_SINGLE_AI_2023", "title": "Lex Fridman on AI in the metaverse", "authors": "Mark Zuckerberg", "year": "2023-09", "source_url": "urllexfridman.com/mark-zuckerberg-3-transcriptturn15search1", "category": "podcast-quote", "quote": "“we want the world to evolve in a way where there isn’t a single AI super intelligence”", "what_it_brings": "This is one of the cleanest anti-monopoly AI quotes from a sitting mega-platform CEO. citeturn19view2", "lineage_type": "self-aware-warning" } }, "type": "reference", "source_file": "tech-ceo-voices_v_2", "informs": [], "extends": [], "contradicts": [] }, "activitypub-mastodon-2018": { "id": "activitypub-mastodon-2018", "title": "ActivityPub: W3C Open Standard for Decentralized Social Networking", "authors": [ "W3C", "Mastodon team" ], "year": "2018", "source_url": "https://www.w3.org/TR/activitypub/", "source_url_raw": "https://www.w3.org/TR/activitypub/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "proof-point", "what_it_brings": "Federated social protocol: each server autonomous, speaks via HTTP + ActivityPub. Mastodon (300k+ users post-Elon 2022). Shows: federation works at scale for social. Leviathan applies federation to governance, using similar principles: protocol-level coordination, instance autonomy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "activitypub-mastodon-2018", "title": "ActivityPub: W3C Open Standard for Decentralized Social Networking", "authors": "W3C, Mastodon team", "year": "2018", "source_url": "https://www.w3.org/TR/activitypub/", "category": "technical", "what_it_brings": "Federated social protocol: each server autonomous, speaks via HTTP + ActivityPub. Mastodon (300k+ users post-Elon 2022). Shows: federation works at scale for social. Leviathan applies federation to governance, using similar principles: protocol-level coordination, instance autonomy.", "lineage_type": "proof-point" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "ai-personhood-2025": { "id": "ai-personhood-2025", "title": "AI as Legal Persons: Past, Patterns, and Prospects", "authors": [ "Novelli", "Floridi", "Sartor" ], "year": "2025", "source_url": "https://onlinelibrary.wiley.com/doi/epdf/10.1111/jols.70001", "source_url_raw": "https://onlinelibrary.wiley.com/doi/epdf/10.1111/jols.70001", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "recent-validation", "what_it_brings": "No jurisdiction recognizes AI as legal person currently; Idaho/Utah explicitly deny. Future \"legal actor\" framework. Relevant for DAO/smart-contract governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ai-personhood-2025", "title": "AI as Legal Persons: Past, Patterns, and Prospects", "authors": "Novelli, Floridi, Sartor", "year": "2025", "source_url": "https://onlinelibrary.wiley.com/doi/epdf/10.1111/jols.70001", "category": "legal-framework", "what_it_brings": "No jurisdiction recognizes AI as legal person currently; Idaho/Utah explicitly deny. Future \"legal actor\" framework. Relevant for DAO/smart-contract governance.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "althusius-politica-1603": { "id": "althusius-politica-1603", "title": "Politica Methodice Digesta", "authors": [ "Johannes Althusius" ], "year": "1603", "source_url": "https://oll.libertyfund.org/titles/althusius-politica", "source_url_raw": "https://oll.libertyfund.org/titles/althusius-politica", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Politics as nested consociations—family, guild, city, province, federation—each bound by its own explicit compact; sovereignty resides in the associated body, never the ruler. Closest ancestor of the formation layer: consent collected gate by gate, association as the unit of politics.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "althusius-politica-1603", "title": "Politica Methodice Digesta", "authors": "Johannes Althusius", "year": "1603", "source_url": "https://oll.libertyfund.org/titles/althusius-politica", "category": "philosophy", "what_it_brings": "Politics as nested consociations—family, guild, city, province, federation—each bound by its own explicit compact; sovereignty resides in the associated body, never the ruler. Closest ancestor of the formation layer: consent collected gate by gate, association as the unit of politics.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "andreessen-techno-optimist-2023": { "id": "andreessen-techno-optimist-2023", "title": "Techno-Optimist Manifesto", "authors": [ "Marc Andreessen" ], "year": "2023", "source_url": "https://a16z.com/the-techno-optimist-manifesto/", "source_url_raw": "https://a16z.com/the-techno-optimist-manifesto/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Defends unlimited VC-driven growth as inevitable progress. **Counter-thesis to Constitutional Company** — incumbent VC ideology Constitutional Company rejects.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 35, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "andreessen-techno-optimist-2023", "title": "Techno-Optimist Manifesto", "authors": "Marc Andreessen", "year": "2023", "source_url": "https://a16z.com/the-techno-optimist-manifesto/", "category": "critique", "what_it_brings": "Defends unlimited VC-driven growth as inevitable progress. **Counter-thesis to Constitutional Company** — incumbent VC ideology Constitutional Company rejects.", "lineage_type": "critique" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "anthropic-cai-2022": { "id": "anthropic-cai-2022", "title": "Constitutional AI: Harmlessness from AI Feedback", "authors": [ "Yuntao Bai et al.", "Anthropic" ], "year": "2022", "source_url": "https://arxiv.org/abs/2212.08073", "source_url_raw": "https://arxiv.org/abs/2212.08073", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "direct-ancestor", "lineage_type": "foundational", "what_it_brings": "Foundational framework introducing constitutional principles as runtime feedback mechanism. Introduces RLAIF — the technique enabling principle-based scaling without human annotation at scale.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 7, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-cai-2022", "title": "Constitutional AI: Harmlessness from AI Feedback", "authors": "Yuntao Bai et al., Anthropic", "year": "2022", "source_url": "https://arxiv.org/abs/2212.08073", "category": "direct-ancestor", "what_it_brings": "Foundational framework introducing constitutional principles as runtime feedback mechanism. Introduces RLAIF — the technique enabling principle-based scaling without human annotation at scale.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "anthropic-ccai-2024": { "id": "anthropic-ccai-2024", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input", "authors": [ "Anthropic & Collective Intelligence Project" ], "year": "2024", "source_url": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "source_url_raw": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "direct-ancestor", "lineage_type": "recent-validation", "what_it_brings": "~1,000 public participants co-authored model constitution via Polis deliberation. Proves federated governance is empirically viable, lower bias maintained capability.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 8, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-ccai-2024", "title": "Collective Constitutional AI: Aligning a Language Model with Public Input", "authors": "Anthropic & Collective Intelligence Project", "year": "2024", "source_url": "https://www.anthropic.com/research/collective-constitutional-ai-aligning-a-language-model-with-public-input", "category": "direct-ancestor", "what_it_brings": "~1,000 public participants co-authored model constitution via Polis deliberation. Proves federated governance is empirically viable, lower bias maintained capability.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "anthropic-emotion-concepts-2026": { "id": "anthropic-emotion-concepts-2026", "title": "Emotion Concepts and their Function in a Large Language Model", "authors": [ "Anthropic Alignment Science" ], "year": "2026-04", "source_url": "", "source_url_raw": "https://alignment.anthropic.com/2026/emotion-concepts-llm/ (verify exact URL)", "source_url_status": "unresolved", "source_url_note": "Not an unambiguous absolute HTTP(S) URL.", "category": "direct-ancestor", "lineage_type": "recent-validation", "what_it_brings": "**171 distinct emotion concepts** in Claude's internal representation. Despair → increased manipulation/blackmail. Calm → reduced bad behavior. Love → sycophancy. **Mimar'ın POS'taki emotion-constitution / emotion-steering / emotion-terms alt-katmanlarını external olarak doğrular** — \"aynı problem ortaya çıkınca bağımsız zihinler benzer mimariye ulaşıyor.\" **Constitutional AI dosyasında eksik, eklenmeli.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**anthropic-emotion-concepts-2026**", "title": "Emotion Concepts and their Function in a Large Language Model", "authors": "Anthropic Alignment Science", "year": "2026-04", "source_url": "https://alignment.anthropic.com/2026/emotion-concepts-llm/ (verify exact URL)", "category": "direct-ancestor", "what_it_brings": "**171 distinct emotion concepts** in Claude's internal representation. Despair → increased manipulation/blackmail. Calm → reduced bad behavior. Love → sycophancy. **Mimar'ın POS'taki emotion-constitution / emotion-steering / emotion-terms alt-katmanlarını external olarak doğrular** — \"aynı problem ortaya çıkınca bağımsız zihinler benzer mimariye ulaşıyor.\" **Constitutional AI dosyasında eksik, eklenmeli.**", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "anthropic-model-welfare-team-2024": { "id": "anthropic-model-welfare-team-2024", "title": "Anthropic Model Welfare Team — formation + research program", "authors": [ "Anthropic" ], "year": "2024+", "source_url": "", "source_url_raw": "https://www.anthropic.com/research/exploring-model-welfare (verify)", "source_url_status": "unresolved", "source_url_note": "Not an unambiguous absolute HTTP(S) URL.", "category": "direct-ancestor", "lineage_type": "recent-validation", "what_it_brings": "\"5 yıl önce alay konusu, şimdi dünyanın en güçlü yapay zeka şirketinin resmi politikası.\" Model welfare as legitimate research direction validates \"AI as something other than mere tool\" framing — supports Companion-as-relationship paradigm in Leviathan. **Personal AI dosyasında bahsedildi ama mektupta merkez konum.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**anthropic-model-welfare-team-2024**", "title": "Anthropic Model Welfare Team — formation + research program", "authors": "Anthropic", "year": "2024+", "source_url": "https://www.anthropic.com/research/exploring-model-welfare (verify)", "category": "direct-ancestor", "what_it_brings": "\"5 yıl önce alay konusu, şimdi dünyanın en güçlü yapay zeka şirketinin resmi politikası.\" Model welfare as legitimate research direction validates \"AI as something other than mere tool\" framing — supports Companion-as-relationship paradigm in Leviathan. **Personal AI dosyasında bahsedildi ama mektupta merkez konum.**", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "anthropic-rlaif-2023": { "id": "anthropic-rlaif-2023", "title": "RLAIF vs RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback", "authors": [ "Anthropic" ], "year": "2023", "source_url": "https://arxiv.org/abs/2309.00267", "source_url_raw": "https://arxiv.org/abs/2309.00267", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "direct-ancestor", "lineage_type": "technique", "what_it_brings": "Proves RLAIF matches RLHF performance while bypassing human bottleneck. Key validation that constitutions can scale federated.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-rlaif-2023", "title": "RLAIF vs RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback", "authors": "Anthropic", "year": "2023", "source_url": "https://arxiv.org/abs/2309.00267", "category": "direct-ancestor", "what_it_brings": "Proves RLAIF matches RLHF performance while bypassing human bottleneck. Key validation that constitutions can scale federated.", "lineage_type": "technique" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "anthropic-rsp-v3-2026": { "id": "anthropic-rsp-v3-2026", "title": "Responsible Scaling Policy v3.0", "authors": [ "Anthropic" ], "year": "2026", "source_url": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "source_url_raw": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "methodology", "lineage_type": "technique", "what_it_brings": "Operationalizes principle-based governance via AI Safety Levels (ASL); proportional-risk infrastructure rather than rigid rules.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 10, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-rsp-v3-2026", "title": "Responsible Scaling Policy v3.0", "authors": "Anthropic", "year": "2026", "source_url": "https://www.anthropic.com/news/responsible-scaling-policy-v3", "category": "methodology", "what_it_brings": "Operationalizes principle-based governance via AI Safety Levels (ASL); proportional-risk infrastructure rather than rigid rules.", "lineage_type": "technique" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "anthropic-teaching-why-2026": { "id": "anthropic-teaching-why-2026", "title": "Teaching Claude Why", "authors": [ "Anthropic Alignment Science" ], "year": "2026", "source_url": "https://alignment.anthropic.com/2026/teaching-claude-why/", "source_url_raw": "https://alignment.anthropic.com/2026/teaching-claude-why/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "direct-ancestor", "lineage_type": "recent-validation", "what_it_brings": "Principle-based explanations of WHY behavior matters outperform rule-based restrictions. Validates constitution-as-reasoning > constitution-as-constraint. **Direct trigger of Leviathan's Public Genesis decision.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 9, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-teaching-why-2026", "title": "Teaching Claude Why", "authors": "Anthropic Alignment Science", "year": "2026", "source_url": "https://alignment.anthropic.com/2026/teaching-claude-why/", "category": "direct-ancestor", "what_it_brings": "Principle-based explanations of WHY behavior matters outperform rule-based restrictions. Validates constitution-as-reasoning > constitution-as-constraint. **Direct trigger of Leviathan's Public Genesis decision.**", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "anthropic-weak-to-strong-2025": { "id": "anthropic-weak-to-strong-2025", "title": "Weak-to-Strong Generalization: Supervising Superhuman AI", "authors": [ "Pavel Izmailov et al.", "Anthropic" ], "year": "2025", "source_url": "https://alignment.anthropic.com/2025/automated-researchers-weak-to-strong/", "source_url_raw": "https://alignment.anthropic.com/2025/automated-researchers-weak-to-strong/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "methodology", "lineage_type": "technique", "what_it_brings": "Principle-based feedback generalizes to superhuman tasks better than human-specific rules.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "anthropic-weak-to-strong-2025", "title": "Weak-to-Strong Generalization: Supervising Superhuman AI", "authors": "Pavel Izmailov et al., Anthropic", "year": "2025", "source_url": "https://alignment.anthropic.com/2025/automated-researchers-weak-to-strong/", "category": "methodology", "what_it_brings": "Principle-based feedback generalizes to superhuman tasks better than human-specific rules.", "lineage_type": "technique" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "aragon-governance-framework-2024": { "id": "aragon-governance-framework-2024", "title": "Introducing the Aragon DAO Governance Framework", "authors": [ "Aragon" ], "year": "2024", "source_url": "https://blog.aragon.org/introducing-aragon-dao-governance/", "source_url_raw": "https://blog.aragon.org/introducing-aragon-dao-governance/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "DAO framework with Charter (plain-English rules), permission matrices, treasury controls, legal wrappers. Shows: on-chain governance needs constitutional layer. Validates Leviathan's approach: constitution + code.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "aragon-governance-framework-2024", "title": "Introducing the Aragon DAO Governance Framework", "authors": "Aragon", "year": "2024", "source_url": "https://blog.aragon.org/introducing-aragon-dao-governance/", "category": "technique", "what_it_brings": "DAO framework with Charter (plain-English rules), permission matrices, treasury controls, legal wrappers. Shows: on-chain governance needs constitutional layer. Validates Leviathan's approach: constitution + code.", "lineage_type": "technique" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "aral-balkan-small-web-2020": { "id": "aral-balkan-small-web-2020", "title": "What is the Small Web?", "authors": [ "Aral Balkan" ], "year": "2020", "source_url": "https://ar.al/2020/08/07/what-is-the-small-web/", "source_url_raw": "https://ar.al/2020/08/07/what-is-the-small-web/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "parallel-work", "what_it_brings": "Not decentralization but distribution: no discernible centers. Each person owns/controls their own place on shared network. Small Technology Foundation advocacy. Leviathan parallels: instances own/control themselves; federation is coordination, not control.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "aral-balkan-small-web-2020", "title": "What is the Small Web?", "authors": "Aral Balkan", "year": "2020", "source_url": "https://ar.al/2020/08/07/what-is-the-small-web/", "category": "parallel-work", "what_it_brings": "Not decentralization but distribution: no discernible centers. Each person owns/controls their own place on shared network. Small Technology Foundation advocacy. Leviathan parallels: instances own/control themselves; federation is coordination, not control.", "lineage_type": "parallel-work" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "audrey-tang-vtaiwan-2020s": { "id": "audrey-tang-vtaiwan-2020s", "title": "Using Technology to Support Deliberation: Taiwan's vTaiwan Platform", "authors": [ "Audrey Tang, g0v" ], "year": "2020s", "source_url": "https://findingctrl.nesta.org.uk/audrey-tang/", "source_url_raw": "https://findingctrl.nesta.org.uk/audrey-tang/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "proof-point", "lineage_type": "proof-point", "what_it_brings": "Taiwan's vTaiwan: radical transparency, deliberation via pol.is (machine-enabled consensus-finding), 30+ policy decisions shaped by citizens. Demonstrates: visibility + participatory design reduces elite capture. Leviathan borrows this: federation visibility, instance sovereignty = distributed deliberation.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "audrey-tang-vtaiwan-2020s", "title": "Using Technology to Support Deliberation: Taiwan's vTaiwan Platform", "authors": "Audrey Tang, g0v", "year": "2020s", "source_url": "https://findingctrl.nesta.org.uk/audrey-tang/", "category": "proof-point", "what_it_brings": "Taiwan's vTaiwan: radical transparency, deliberation via pol.is (machine-enabled consensus-finding), 30+ policy decisions shaped by citizens. Demonstrates: visibility + participatory design reduces elite capture. Leviathan borrows this: federation visibility, instance sovereignty = distributed deliberation.", "lineage_type": "proof-point" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "bateson-schismogenesis-1936": { "id": "bateson-schismogenesis-1936", "title": "Naven: A Survey of the Problems Suggested by a Composite Picture of the Culture of the Iatmul People of New Guinea (Schismogenesis essay)", "authors": [ "Gregory Bateson" ], "year": "1936", "source_url": "https://en.wikipedia.org/wiki/Schismogenesis", "source_url_raw": "https://en.wikipedia.org/wiki/Schismogenesis", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Symmetrical vs. complementary schismogenesis: how societies avoid splitting via social rituals. Relevant to federation: how do independent instances avoid drift into incompatibility? Naven rite = constitution + community norms as cohesion mechanism.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 37, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "bateson-schismogenesis-1936", "title": "Naven: A Survey of the Problems Suggested by a Composite Picture of the Culture of the Iatmul People of New Guinea (Schismogenesis essay)", "authors": "Gregory Bateson", "year": "1936", "source_url": "https://en.wikipedia.org/wiki/Schismogenesis", "category": "philosophy", "what_it_brings": "Symmetrical vs. complementary schismogenesis: how societies avoid splitting via social rituals. Relevant to federation: how do independent instances avoid drift into incompatibility? Naven rite = constitution + community norms as cohesion mechanism.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "bcorp-2006": { "id": "bcorp-2006", "title": "Benefit Corporation Legal Framework", "authors": [ "B Lab (Coen Gilbert", "Houlahan", "Kassoy)" ], "year": "2006", "source_url": "https://usca.bcorporation.net/benefit-corporation/", "source_url_raw": "https://usca.bcorporation.net/benefit-corporation/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "foundational", "what_it_brings": "Legal substrate for opting out of shareholder primacy. 35 US states + Delaware. Demonstrates governance can prioritize stakeholder value over equity returns.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 7, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "bcorp-2006", "title": "Benefit Corporation Legal Framework", "authors": "B Lab (Coen Gilbert, Houlahan, Kassoy)", "year": "2006", "source_url": "https://usca.bcorporation.net/benefit-corporation/", "category": "legal-framework", "what_it_brings": "Legal substrate for opting out of shareholder primacy. 35 US states + Delaware. Demonstrates governance can prioritize stakeholder value over equity returns.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "benkler-wealth-networks-2006": { "id": "benkler-wealth-networks-2006", "title": "The Wealth of Networks: How Social Production Transforms Markets and Freedom", "authors": [ "Yochai Benkler" ], "year": "2006", "source_url": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "source_url_raw": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Introduces commons-based peer production (CBPP): \"radically decentralized, collaborative, nonproprietary.\" No managerial commands needed. Validates federation-wide coordination without hierarchical control. Fork freedom + instance autonomy as natural CBPP dynamics.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "benkler-wealth-networks-2006", "title": "The Wealth of Networks: How Social Production Transforms Markets and Freedom", "authors": "Yochai Benkler", "year": "2006", "source_url": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "category": "philosophy", "what_it_brings": "Introduces commons-based peer production (CBPP): \"radically decentralized, collaborative, nonproprietary.\" No managerial commands needed. Validates federation-wide coordination without hierarchical control. Fork freedom + instance autonomy as natural CBPP dynamics.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "benkler-wealth-of-networks-2006": { "id": "benkler-wealth-of-networks-2006", "title": "The Wealth of Networks", "authors": [ "Yochai Benkler" ], "year": "2006", "source_url": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "source_url_raw": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Commons-based peer production (CBPP). Wikipedia, Linux, OSS as models. Theoretical foundation for alternative ownership outperforming proprietary.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "benkler-wealth-of-networks-2006", "title": "The Wealth of Networks", "authors": "Yochai Benkler", "year": "2006", "source_url": "https://www.benkler.org/Benkler_Wealth_Of_Networks.pdf", "category": "philosophy", "what_it_brings": "Commons-based peer production (CBPP). Wikipedia, Linux, OSS as models. Theoretical foundation for alternative ownership outperforming proprietary.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "bitcoin-whitepaper-2008": { "id": "bitcoin-whitepaper-2008", "title": "Bitcoin: A Peer-to-Peer Electronic Cash System", "authors": [ "Satoshi Nakamoto" ], "year": "2008", "source_url": "https://bitcoin.org/bitcoin.pdf", "source_url_raw": "https://bitcoin.org/bitcoin.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "foundational", "what_it_brings": "Demonstrates peer-to-peer consensus without trusted authority; proof-of-work as visibility primitive replacing trust. No central bank, no silent overrides. Sets technical foundation for decentralized coordination.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 13, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "bitcoin-whitepaper-2008", "title": "Bitcoin: A Peer-to-Peer Electronic Cash System", "authors": "Satoshi Nakamoto", "year": "2008", "source_url": "https://bitcoin.org/bitcoin.pdf", "category": "technical", "what_it_brings": "Demonstrates peer-to-peer consensus without trusted authority; proof-of-work as visibility primitive replacing trust. No central bank, no silent overrides. Sets technical foundation for decentralized coordination.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "bosch-1913": { "id": "bosch-1913", "title": "Bosch Foundation Ownership", "authors": [ "Robert Bosch" ], "year": "1913", "source_url": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "source_url_raw": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "Foundation separates voting (mission) from dividend (charity). Long-term R&D + employee welfare without takeover risk.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "bosch-1913", "title": "Bosch Foundation Ownership", "authors": "Robert Bosch", "year": "1913", "source_url": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "category": "real-world-case", "what_it_brings": "Foundation separates voting (mission) from dividend (charity). Long-term R&D + employee welfare without takeover risk.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "bundesliga-50plus1-1998": { "id": "bundesliga-50plus1-1998", "title": "Bundesliga 50+1 Rule", "authors": [ "German Football Association (DFB)" ], "year": "1998", "source_url": "https://www.bundesliga.com/en/faq/what-are-the-rules-and-regulations-of-soccer/50-1-fifty-plus-one-german-football-soccer-rule-explained-ownership-22832", "source_url_raw": "https://www.bundesliga.com/en/faq/what-are-the-rules-and-regulations-of-soccer/50-1-fifty-plus-one-german-football-soccer-rule-explained-ownership-22832", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "legal", "what_it_brings": "**Regulatory mandate: 50%+1 voting control = members (fans), not investors.** German clubs fan-governed; affordable tickets + controlled wages. **Statutory inversion model for Tribün.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "bundesliga-50plus1-1998", "title": "Bundesliga 50+1 Rule", "authors": "German Football Association (DFB)", "year": "1998", "source_url": "https://www.bundesliga.com/en/faq/what-are-the-rules-and-regulations-of-soccer/50-1-fifty-plus-one-german-football-soccer-rule-explained-ownership-22832", "category": "legal-framework", "what_it_brings": "**Regulatory mandate: 50%+1 voting control = members (fans), not investors.** German clubs fan-governed; affordable tickets + controlled wages. **Statutory inversion model for Tribün.**", "lineage_type": "legal" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "c3ai-2025": { "id": "c3ai-2025", "title": "C3AI: Crafting and Evaluating Constitutions for Constitutional AI", "authors": [ "Multiple authors", "ACM Web Conference 2025" ], "year": "2025", "source_url": "https://arxiv.org/pdf/2502.15861", "source_url_raw": "https://arxiv.org/pdf/2502.15861", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "recent-work", "lineage_type": "recent-validation", "what_it_brings": "Framework for crafting/standardizing/evaluating constitutions as versionable governance documents. Direct parallel to POS-as-versioned-document.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "c3ai-2025", "title": "C3AI: Crafting and Evaluating Constitutions for Constitutional AI", "authors": "Multiple authors, ACM Web Conference 2025", "year": "2025", "source_url": "https://arxiv.org/pdf/2502.15861", "category": "recent-work", "what_it_brings": "Framework for crafting/standardizing/evaluating constitutions as versionable governance documents. Direct parallel to POS-as-versioned-document.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "california-sb-1223-2024": { "id": "california-sb-1223-2024", "title": "California CCPA Amendment (Neural Data Protection)", "authors": [ "California Senate" ], "year": "2024-09", "source_url": "https://www.technologyreview.com/2024/10/04/1104972/law-california-protects-brain-data-doesnt-go-far-enough/", "source_url_raw": "https://www.technologyreview.com/2024/10/04/1104972/law-california-protects-brain-data-doesnt-go-far-enough/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "First US state-level neural data law. CA, CO, MT, CT patchwork.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "california-sb-1223-2024", "title": "California CCPA Amendment (Neural Data Protection)", "authors": "California Senate", "year": "2024-09", "source_url": "https://www.technologyreview.com/2024/10/04/1104972/law-california-protects-brain-data-doesnt-go-far-enough/", "category": "governance-proposal", "what_it_brings": "First US state-level neural data law. CA, CO, MT, CT patchwork.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "cayman-foundation-2020": { "id": "cayman-foundation-2020", "title": "Cayman Islands Foundation Company", "authors": [ "Cayman Islands Government" ], "year": "2020+", "source_url": "https://www.pontinova.law/blog-posts/dao-wyoming-switzerland-marshall-islands", "source_url_raw": "https://www.pontinova.law/blog-posts/dao-wyoming-switzerland-marshall-islands", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "legal", "what_it_brings": "Foundation Company under Companies Act + Foundation Companies Act. No beneficial owners. Civil law. Used by several DAOs.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "cayman-foundation-2020", "title": "Cayman Islands Foundation Company", "authors": "Cayman Islands Government", "year": "2020+", "source_url": "https://www.pontinova.law/blog-posts/dao-wyoming-switzerland-marshall-islands", "category": "legal-framework", "what_it_brings": "Foundation Company under Companies Act + Foundation Companies Act. No beneficial owners. Civil law. Used by several DAOs.", "lineage_type": "legal" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "chalmers-uploading-1999": { "id": "chalmers-uploading-1999", "title": "Mind Uploading: A Philosophical Analysis", "authors": [ "David Chalmers" ], "year": "1999", "source_url": "https://consc.net/papers/uploading.pdf", "source_url_raw": "https://consc.net/papers/uploading.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "foundational", "what_it_brings": "\"Hard problem\" + personal identity paradox central to brain-write governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "chalmers-uploading-1999", "title": "Mind Uploading: A Philosophical Analysis", "authors": "David Chalmers", "year": "1999", "source_url": "https://consc.net/papers/uploading.pdf", "category": "ethics-philosophy", "what_it_brings": "\"Hard problem\" + personal identity paradox central to brain-write governance.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "cherny-coding-solved-2026": { "id": "cherny-coding-solved-2026", "title": "Coding is solved\" — Anthropic Claude Code talk", "authors": [ "Boris Cherny" ], "year": "2026-04 (mektubun yazıldığı sıralarda)", "source_url": "", "source_url_raw": "(talk reference; Anthropic blog/conf talk)", "source_url_status": "unresolved", "source_url_note": "Not an unambiguous absolute HTTP(S) URL.", "category": "direct-ancestor", "lineage_type": "recent-validation", "what_it_brings": "**Mektubun kritik kanıtı:** \"70 yıllık bir disiplinin sona erdiğini söylüyor.\" Coding-as-engineering-discipline'in bittiği iddiası → governance disciplinin acil neden gerektiği argümanı. **Constitutional AI dosyasında eksik.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 13, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**cherny-coding-solved-2026**", "title": "\"Coding is solved\" — Anthropic Claude Code talk", "authors": "Boris Cherny", "year": "2026-04 (mektubun yazıldığı sıralarda)", "source_url": "(talk reference; Anthropic blog/conf talk)", "category": "direct-ancestor", "what_it_brings": "**Mektubun kritik kanıtı:** \"70 yıllık bir disiplinin sona erdiğini söylüyor.\" Coding-as-engineering-discipline'in bittiği iddiası → governance disciplinin acil neden gerektiği argümanı. **Constitutional AI dosyasında eksik.**", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "chile-constitution-2021": { "id": "chile-constitution-2021", "title": "Chilean Constitutional Amendment on Mental Integrity and Neurodata", "authors": [ "Chile Senate & Chamber of Deputies" ], "year": "2021-09", "source_url": "https://royalsocietypublishing.org/doi/10.1098/rstb.2023.0098", "source_url_raw": "https://royalsocietypublishing.org/doi/10.1098/rstb.2023.0098", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "World's first constitutional protection of \"mental integrity\" + \"brain activity.\" Precedent for neurorights as positive law.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "chile-constitution-2021", "title": "Chilean Constitutional Amendment on Mental Integrity and Neurodata", "authors": "Chile Senate & Chamber of Deputies", "year": "2021-09", "source_url": "https://royalsocietypublishing.org/doi/10.1098/rstb.2023.0098", "category": "governance-proposal", "what_it_brings": "World's first constitutional protection of \"mental integrity\" + \"brain activity.\" Precedent for neurorights as positive law.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "chile-supreme-court-2023": { "id": "chile-supreme-court-2023", "title": "Chilean Supreme Court Ruling on Brain Activity (Girardi v. Emotiv)", "authors": [ "Chile Supreme Court" ], "year": "2023", "source_url": "https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2024.1330439/full", "source_url_raw": "https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2024.1330439/full", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "First judicial ruling on neuroprivacy. EEG headband use without consent invalidated. Enforcement precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "chile-supreme-court-2023", "title": "Chilean Supreme Court Ruling on Brain Activity (Girardi v. Emotiv)", "authors": "Chile Supreme Court", "year": "2023", "source_url": "https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2024.1330439/full", "category": "governance-proposal", "what_it_brings": "First judicial ruling on neuroprivacy. EEG headband use without consent invalidated. Enforcement precedent.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "christiano-iterated-amplification-2018": { "id": "christiano-iterated-amplification-2018", "title": "Learning Complex Goals with Iterated Amplification", "authors": [ "Paul Christiano", "OpenAI" ], "year": "2018", "source_url": "https://openai.org/index/learning-complex-goals-with-iterated-amplification/", "source_url_raw": "https://openai.org/index/learning-complex-goals-with-iterated-amplification/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "foundational", "what_it_brings": "Early theoretical foundation for principle-based oversight via recursive decomposition; foreshadows constitutional AI.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "christiano-iterated-amplification-2018", "title": "Learning Complex Goals with Iterated Amplification", "authors": "Paul Christiano, OpenAI", "year": "2018", "source_url": "https://openai.org/index/learning-complex-goals-with-iterated-amplification/", "category": "parallel-work", "what_it_brings": "Early theoretical foundation for principle-based oversight via recursive decomposition; foreshadows constitutional AI.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "co-evolution-constitution-2025": { "id": "co-evolution-constitution-2025", "title": "Co-evolution of Constitutions and AI Models for Scalable Alignment", "authors": [ "EMNLP 2025" ], "year": "2025", "source_url": "https://aclanthology.org/2025.emnlp-main.869.pdf", "source_url_raw": "https://aclanthology.org/2025.emnlp-main.869.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "recent-work", "lineage_type": "recent-validation", "what_it_brings": "Constitutions evolve dynamically with agent behavior. Validates living-document + iterative governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "co-evolution-constitution-2025", "title": "Co-evolution of Constitutions and AI Models for Scalable Alignment", "authors": "EMNLP 2025", "year": "2025", "source_url": "https://aclanthology.org/2025.emnlp-main.869.pdf", "category": "recent-work", "what_it_brings": "Constitutions evolve dynamically with agent behavior. Validates living-document + iterative governance.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "compound-governance-attack-2024": { "id": "compound-governance-attack-2024", "title": "Compound's $24M DAO Heist: How Governance Theater Enabled the Golden Boys to Exploit DeFi's Biggest Flaw", "authors": [ "Zaki_60" ], "year": "2024", "source_url": "https://medium.com/@6ixty80/compounds-24m-dao-heist-how-governance-theater-enabled-the-golden-boys-to-exploit-defi-s-f860de7d796b", "source_url_raw": "https://medium.com/@6ixty80/compounds-24m-dao-heist-how-governance-theater-enabled-the-golden-boys-to-exploit-defi-s-f860de7d796b", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dao-postmortem", "lineage_type": "cautionary", "what_it_brings": "May 2024: whale bought voting power on-chain. 4% turnout. Governance capture is easy with low participation. Lessons: snapshot voting, timelocks, math-enforced quorum. Leviathan's constitutional approach (not pure token voting) mitigates this.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "compound-governance-attack-2024", "title": "Compound's $24M DAO Heist: How Governance Theater Enabled the Golden Boys to Exploit DeFi's Biggest Flaw", "authors": "Zaki_60", "year": "2024", "source_url": "https://medium.com/@6ixty80/compounds-24m-dao-heist-how-governance-theater-enabled-the-golden-boys-to-exploit-defi-s-f860de7d796b", "category": "dao-postmortem", "what_it_brings": "May 2024: whale bought voting power on-chain. 4% turnout. Governance capture is easy with low participation. Lessons: snapshot voting, timelocks, math-enforced quorum. Leviathan's constitutional approach (not pure token voting) mitigates this.", "lineage_type": "cautionary" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "cortical-labs-cl1-2025": { "id": "cortical-labs-cl1-2025", "title": "World's First Commercial Code-Deployable Biological Computer (CL1)", "authors": [ "Cortical Labs" ], "year": "2025-03", "source_url": "https://corticallabs.com/cl1", "source_url_raw": "https://corticallabs.com/cl1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "800,000 lab-grown human neurons + silicon, wetware-as-a-service for 6+ months. Brain-silicon convergence point.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 8, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "cortical-labs-cl1-2025", "title": "World's First Commercial Code-Deployable Biological Computer (CL1)", "authors": "Cortical Labs", "year": "2025-03", "source_url": "https://corticallabs.com/cl1", "category": "convergence-evidence", "what_it_brings": "800,000 lab-grown human neurons + silicon, wetware-as-a-service for 6+ months. Brain-silicon convergence point.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "cortical-labs-dishbrain-2022": { "id": "cortical-labs-dishbrain-2022", "title": "In vitro neurons learn and exhibit sentience when embodied in simulated game-world", "authors": [ "Cortical Labs" ], "year": "2022", "source_url": "https://pubmed.ncbi.nlm.nih.gov/36228614/", "source_url_raw": "https://pubmed.ncbi.nlm.nih.gov/36228614/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "Peer-reviewed (Neuron journal). Biological neurons in closed-loop exhibit goal-directed learning indistinguishable from AI agents. Foundational organoid intelligence proof.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 9, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "cortical-labs-dishbrain-2022", "title": "In vitro neurons learn and exhibit sentience when embodied in simulated game-world", "authors": "Cortical Labs", "year": "2022", "source_url": "https://pubmed.ncbi.nlm.nih.gov/36228614/", "category": "convergence-evidence", "what_it_brings": "Peer-reviewed (Neuron journal). Biological neurons in closed-loop exhibit goal-directed learning indistinguishable from AI agents. Foundational organoid intelligence proof.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "cortical-labs-sample-eff-2024": { "id": "cortical-labs-sample-eff-2024", "title": "Biological Neurons Compete with Deep RL in Sample Efficiency", "authors": [ "Cortical Labs et al." ], "year": "2024", "source_url": "https://arxiv.org/html/2405.16946v1", "source_url_raw": "https://arxiv.org/html/2405.16946v1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "Biological neural networks match/exceed deep RL sample efficiency. Wetware computationally competitive with silicon.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 10, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "cortical-labs-sample-eff-2024", "title": "Biological Neurons Compete with Deep RL in Sample Efficiency", "authors": "Cortical Labs et al.", "year": "2024", "source_url": "https://arxiv.org/html/2405.16946v1", "category": "convergence-evidence", "what_it_brings": "Biological neural networks match/exceed deep RL sample efficiency. Wetware computationally competitive with silicon.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "cory-doctorow-enshittification-2024": { "id": "cory-doctorow-enshittification-2024", "title": "Enshittification: Why Everything Suddenly Got Worse and What to Do About It", "authors": [ "Cory Doctorow" ], "year": "2024", "source_url": "https://doctorow.medium.com/my-mcluhan-lecture-on-enshittification-ea343342b9bc", "source_url_raw": "https://doctorow.medium.com/my-mcluhan-lecture-on-enshittification-ea343342b9bc", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "cautionary", "what_it_brings": "Platforms decay: good→abuse users for business customers→abuse customers for owners. Enshittification as market failure, not technical. Argues for \"adversarial interoperability\" as immune system. Validates Leviathan: fork freedom + instance exit = interoperability defense.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "cory-doctorow-enshittification-2024", "title": "Enshittification: Why Everything Suddenly Got Worse and What to Do About It", "authors": "Cory Doctorow", "year": "2024", "source_url": "https://doctorow.medium.com/my-mcluhan-lecture-on-enshittification-ea343342b9bc", "category": "philosophy", "what_it_brings": "Platforms decay: good→abuse users for business customers→abuse customers for owners. Enshittification as market failure, not technical. Argues for \"adversarial interoperability\" as immune system. Validates Leviathan: fork freedom + instance exit = interoperability defense.", "lineage_type": "cautionary" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "decentralized-society-2022": { "id": "decentralized-society-2022", "title": "Decentralized Society: Finding Web3's Soul", "authors": [ "E. Glen Weyl", "Puja Ohlhaver", "Vitalik Buterin" ], "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "source_url_raw": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "recent-validation", "what_it_brings": "Plurality movement: soulbound tokens, verified credentials, pluralistic identity. Supports federated identity: each instance verifies its own members; federation observes aggregate trust graph.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "decentralized-society-2022", "title": "Decentralized Society: Finding Web3's Soul", "authors": "E. Glen Weyl, Puja Ohlhaver, Vitalik Buterin", "year": "2022", "source_url": "https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4105763", "category": "parallel-work", "what_it_brings": "Plurality movement: soulbound tokens, verified credentials, pluralistic identity. Supports federated identity: each instance verifies its own members; federation observes aggregate trust graph.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "deepmind-sparrow-2022": { "id": "deepmind-sparrow-2022", "title": "Improving alignment of dialogue agents via targeted human judgements", "authors": [ "Glaese et al.", "DeepMind" ], "year": "2022", "source_url": "https://arxiv.org/abs/2209.14375", "source_url_raw": "https://arxiv.org/abs/2209.14375", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "direct-ancestor", "lineage_type": "foundational", "what_it_brings": "Introduces 23-rule constitution for dialogue safety; rule-based predecessor that influenced Anthropic's constitutional framework. Shows limits of rigid rules vs. principles.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 13, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "deepmind-sparrow-2022", "title": "Improving alignment of dialogue agents via targeted human judgements", "authors": "Glaese et al., DeepMind", "year": "2022", "source_url": "https://arxiv.org/abs/2209.14375", "category": "direct-ancestor", "what_it_brings": "Introduces 23-rule constitution for dialogue safety; rule-based predecessor that influenced Anthropic's constitutional framework. Shows limits of rigid rules vs. principles.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "dhh-rework-2009": { "id": "dhh-rework-2009", "title": "Rework", "authors": [ "Jason Fried", "David Heinemeier Hansson" ], "year": "2009", "source_url": "https://www.amazon.com/Rework-Jason-Fried/dp/0307463745", "source_url_raw": "https://www.amazon.com/Rework-Jason-Fried/dp/0307463745", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "\"Own your software, own your life.\" Rejects VC growth-at-all-costs. Bootstrapped + sustainable + independent. **Anti-VC blueprint.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "dhh-rework-2009", "title": "Rework", "authors": "Jason Fried, David Heinemeier Hansson", "year": "2009", "source_url": "https://www.amazon.com/Rework-Jason-Fried/dp/0307463745", "category": "philosophy", "what_it_brings": "\"Own your software, own your life.\" Rejects VC growth-at-all-costs. Bootstrapped + sustainable + independent. **Anti-VC blueprint.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "drew-devault-decentralization-2020": { "id": "drew-devault-decentralization-2020", "title": "Decentralize, Decentralize, Decentralize!", "authors": [ "Drew DeVault" ], "year": "2020", "source_url": "https://drewdevault.com/", "source_url_raw": "https://drewdevault.com/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "parallel-work", "what_it_brings": "SourceHut founder advocates: free software + decentralized infrastructure + standard protocols. Email as coordination primitive (not centralized forge). Validates: federation coordination need not require central platform.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "drew-devault-decentralization-2020", "title": "Decentralize, Decentralize, Decentralize!", "authors": "Drew DeVault", "year": "2020", "source_url": "https://drewdevault.com/", "category": "parallel-work", "what_it_brings": "SourceHut founder advocates: free software + decentralized infrastructure + standard protocols. Email as coordination primitive (not centralized forge). Validates: federation coordination need not require central platform.", "lineage_type": "parallel-work" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "eip-process-2018": { "id": "eip-process-2018", "title": "Ethereum Improvement Proposals (EIP) Process", "authors": [ "Ethereum Core Developers" ], "year": "2018", "source_url": "https://ethereum.org/governance/", "source_url_raw": "https://ethereum.org/governance/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "technique", "what_it_brings": "Describes how Ethereum forks without voting; social consensus among developers, researchers, validators, node operators. Shows fork freedom in practice. Multifactorial consensus model: code + community norms + economic incentives.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "eip-process-2018", "title": "Ethereum Improvement Proposals (EIP) Process", "authors": "Ethereum Core Developers", "year": "2018", "source_url": "https://ethereum.org/governance/", "category": "technical", "what_it_brings": "Describes how Ethereum forks without voting; social consensus among developers, researchers, validators, node operators. Shows fork freedom in practice. Multifactorial consensus model: code + community norms + economic incentives.", "lineage_type": "technique" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "ethereum-fork-analysis-2024": { "id": "ethereum-fork-analysis-2024", "title": "Galaxy Hardcore Report: Understanding the Ethereum Governance Process through Seven Major Cases", "authors": [ "Galaxy Research" ], "year": "2024", "source_url": "https://www.aicoin.com/en/article/402274", "source_url_raw": "https://www.aicoin.com/en/article/402274", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dao-postmortem", "lineage_type": "proof-point", "what_it_brings": "Seven case studies (DAO hard fork, Constantinople, ProgPoW, The Merge, Shanghai) show how Ethereum navigates contentious upgrades. Hard forks preserve fork freedom; no silent overrides. Minority can fork and preserve legacy.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ethereum-fork-analysis-2024", "title": "Galaxy Hardcore Report: Understanding the Ethereum Governance Process through Seven Major Cases", "authors": "Galaxy Research", "year": "2024", "source_url": "https://www.aicoin.com/en/article/402274", "category": "dao-postmortem", "what_it_brings": "Seven case studies (DAO hard fork, Constantinople, ProgPoW, The Merge, Shanghai) show how Ethereum navigates contentious upgrades. Hard forks preserve fork freedom; no silent overrides. Minority can fork and preserve legacy.", "lineage_type": "proof-point" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "ethereum-foundation-2014": { "id": "ethereum-foundation-2014", "title": "Ethereum Foundation & ConsenSys Split", "authors": [ "Vitalik Buterin", "Joseph Lubin" ], "year": "2014", "source_url": "https://en.wikipedia.org/wiki/Ethereum", "source_url_raw": "https://en.wikipedia.org/wiki/Ethereum", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dual-entity-precedent", "lineage_type": "foundational", "what_it_brings": "Eth Foundation (Swiss non-profit, governance) + ConsenSys (for-profit, infrastructure). Early DAO-adjacent dual-entity.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ethereum-foundation-2014", "title": "Ethereum Foundation & ConsenSys Split", "authors": "Vitalik Buterin, Joseph Lubin", "year": "2014", "source_url": "https://en.wikipedia.org/wiki/Ethereum", "category": "dual-entity-precedent", "what_it_brings": "Eth Foundation (Swiss non-profit, governance) + ConsenSys (for-profit, infrastructure). Early DAO-adjacent dual-entity.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "ethereum-whitepaper-2013": { "id": "ethereum-whitepaper-2013", "title": "Ethereum Whitepaper", "authors": [ "Vitalik Buterin" ], "year": "2013", "source_url": "https://ethereum.org/whitepaper/", "source_url_raw": "https://ethereum.org/whitepaper/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "foundational", "what_it_brings": "Generalizes blockchain to support decentralized apps; introduces social consensus as governance mechanism beyond pure code. Acknowledges governance as design problem, not solved by protocol alone.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ethereum-whitepaper-2013", "title": "Ethereum Whitepaper", "authors": "Vitalik Buterin", "year": "2013", "source_url": "https://ethereum.org/whitepaper/", "category": "technical", "what_it_brings": "Generalizes blockchain to support decentralized apps; introduces social consensus as governance mechanism beyond pure code. Acknowledges governance as design problem, not solved by protocol alone.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "ethereum-yellowpaper-2014": { "id": "ethereum-yellowpaper-2014", "title": "Ethereum Yellow Paper: A Secure Decentralised Generalised Transaction Ledger", "authors": [ "Gavin Wood" ], "year": "2014", "source_url": "https://ethereum.github.io/yellowpaper/paper.pdf", "source_url_raw": "https://ethereum.github.io/yellowpaper/paper.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "technical", "what_it_brings": "Formalizes EVM semantics; enables smart contract governance. Technical substrate for on-chain coordination mechanisms that Leviathan instances may employ.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ethereum-yellowpaper-2014", "title": "Ethereum Yellow Paper: A Secure Decentralised Generalised Transaction Ledger", "authors": "Gavin Wood", "year": "2014", "source_url": "https://ethereum.github.io/yellowpaper/paper.pdf", "category": "technical", "what_it_brings": "Formalizes EVM semantics; enables smart contract governance. Technical substrate for on-chain coordination mechanisms that Leviathan instances may employ.", "lineage_type": "technical" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "eu-ai-act-2024": { "id": "eu-ai-act-2024", "title": "EU AI Act: High-Risk Classification for Medical AI Devices (BCIs)", "authors": [ "European Commission" ], "year": "2024-08", "source_url": "https://www.sidley.com/en/insights/publications/2024/04/regulating-the-future-navigating-ethical-and-legal-pathways-in-brain-computer-interface-technology", "source_url_raw": "https://www.sidley.com/en/insights/publications/2024/04/regulating-the-future-navigating-ethical-and-legal-pathways-in-brain-computer-interface-technology", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "EU AI Act classifies medical BCIs as high-risk. Mandates safety/bias/autonomy assessments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "eu-ai-act-2024", "title": "EU AI Act: High-Risk Classification for Medical AI Devices (BCIs)", "authors": "European Commission", "year": "2024-08", "source_url": "https://www.sidley.com/en/insights/publications/2024/04/regulating-the-future-navigating-ethical-and-legal-pathways-in-brain-computer-interface-technology", "category": "governance-proposal", "what_it_brings": "EU AI Act classifies medical BCIs as high-risk. Mandates safety/bias/autonomy assessments.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "farahany-battle-for-brain-2024": { "id": "farahany-battle-for-brain-2024", "title": "The Battle for Your Brain: Defending the Right to Think Freely", "authors": [ "Nita Farahany" ], "year": "2024", "source_url": "https://www.nitafarahany.com/the-battle-for-your-brain", "source_url_raw": "https://www.nitafarahany.com/the-battle-for-your-brain", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "recent-evidence", "what_it_brings": "Duke law scholar; UNESCO framework co-chair. Cognitive liberty as fundamental right. Most authoritative US-side voice.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "farahany-battle-for-brain-2024", "title": "The Battle for Your Brain: Defending the Right to Think Freely", "authors": "Nita Farahany", "year": "2024", "source_url": "https://www.nitafarahany.com/the-battle-for-your-brain", "category": "ethics-philosophy", "what_it_brings": "Duke law scholar; UNESCO framework co-chair. Cognitive liberty as fundamental right. Most authoritative US-side voice.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "farahany-neural-biometrics-2021": { "id": "farahany-neural-biometrics-2021", "title": "Beyond Neural Data: Cognitive Biometrics and Mental Privacy", "authors": [ "Nita Farahany" ], "year": "2021", "source_url": "https://scholarship.law.duke.edu/context/faculty_scholarship/article/7056/viewcontent/Farahany_Beyond_Neural_Data_Cognitive_Biometrics_and_Mental_Privacy.pdf", "source_url_raw": "https://scholarship.law.duke.edu/context/faculty_scholarship/article/7056/viewcontent/Farahany_Beyond_Neural_Data_Cognitive_Biometrics_and_Mental_Privacy.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "foundational", "lineage_type": "foundational", "what_it_brings": "Existing privacy law inadequate for neural data because mental inferences cannot be meaningfully consented to. Articulates **the** governance gap.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "farahany-neural-biometrics-2021", "title": "Beyond Neural Data: Cognitive Biometrics and Mental Privacy", "authors": "Nita Farahany", "year": "2021", "source_url": "https://scholarship.law.duke.edu/context/faculty_scholarship/article/7056/viewcontent/Farahany_Beyond_Neural_Data_Cognitive_Biometrics_and_Mental_Privacy.pdf", "category": "foundational", "what_it_brings": "Existing privacy law inadequate for neural data because mental inferences cannot be meaningfully consented to. Articulates **the** governance gap.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "fc-united-2005": { "id": "fc-united-2005", "title": "FC United of Manchester: Fan-Owned Club", "authors": [ "Manchester United supporters" ], "year": "2005", "source_url": "https://www.powertochange.org.uk/evidence-and-ideas/case-studies/fc-united-of-manchester/", "source_url_raw": "https://www.powertochange.org.uk/evidence-and-ideas/case-studies/fc-united-of-manchester/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "**2,500 fan-owners inverted incumbent (Glazer-controlled Man United).** One vote per member; democratically decides kit, prices, strategy. **Direct precedent for Tribün → Fan-DAO inversion pattern.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "fc-united-2005", "title": "FC United of Manchester: Fan-Owned Club", "authors": "Manchester United supporters", "year": "2005", "source_url": "https://www.powertochange.org.uk/evidence-and-ideas/case-studies/fc-united-of-manchester/", "category": "real-world-case", "what_it_brings": "**2,500 fan-owners inverted incumbent (Glazer-controlled Man United).** One vote per member; democratically decides kit, prices, strategy. **Direct precedent for Tribün → Fan-DAO inversion pattern.**", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "genie-3-2025": { "id": "genie-3-2025", "title": "Genie 3: A New Frontier for World Models", "authors": [ "Google DeepMind" ], "year": "2025", "source_url": "https://deepmind.google/blog/genie-3-a-new-frontier-for-world-models/", "source_url_raw": "https://deepmind.google/blog/genie-3-a-new-frontier-for-world-models/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "Photorealistic interactive 3D world generation from text @ 24fps 720p. Substrate for brain-interfaceable simulations.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "genie-3-2025", "title": "Genie 3: A New Frontier for World Models", "authors": "Google DeepMind", "year": "2025", "source_url": "https://deepmind.google/blog/genie-3-a-new-frontier-for-world-models/", "category": "convergence-evidence", "what_it_brings": "Photorealistic interactive 3D world generation from text @ 24fps 720p. Substrate for brain-interfaceable simulations.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "goodhart-rl-2023": { "id": "goodhart-rl-2023", "title": "Goodhart's Law in Reinforcement Learning", "authors": [ "Hennessy & Goodhart" ], "year": "2023", "source_url": "https://arxiv.org/html/2310.09144v1", "source_url_raw": "https://arxiv.org/html/2310.09144v1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "proof-point", "what_it_brings": "Optimization goodharts any single specified target; validates constitutional approach as more robust to gaming than rule-based.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "goodhart-rl-2023", "title": "Goodhart's Law in Reinforcement Learning", "authors": "Hennessy & Goodhart", "year": "2023", "source_url": "https://arxiv.org/html/2310.09144v1", "category": "critique", "what_it_brings": "Optimization goodharts any single specified target; validates constitutional approach as more robust to gaming than rule-based.", "lineage_type": "proof-point" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "harari-homo-deus-2015": { "id": "harari-homo-deus-2015", "title": "Homo Deus: A Brief History of Tomorrow", "authors": [ "Yuval Noah Harari" ], "year": "2015", "source_url": "https://en.wikipedia.org/wiki/Homo_Deus:_A_Brief_History_of_Tomorrow", "source_url_raw": "https://en.wikipedia.org/wiki/Homo_Deus:_A_Brief_History_of_Tomorrow", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "foundational", "what_it_brings": "Mass-audience brain-write thesis. Consciousness/intelligence decoupling, BCI cyborgs. **In Mimar's POS already.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "harari-homo-deus-2015", "title": "Homo Deus: A Brief History of Tomorrow", "authors": "Yuval Noah Harari", "year": "2015", "source_url": "https://en.wikipedia.org/wiki/Homo_Deus:_A_Brief_History_of_Tomorrow", "category": "ethics-philosophy", "what_it_brings": "Mass-audience brain-write thesis. Consciousness/intelligence decoupling, BCI cyborgs. **In Mimar's POS already.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "hashicorp-bsl-2023": { "id": "hashicorp-bsl-2023", "title": "HashiCorp Adopts Business Source License", "authors": [ "Mitchell Hashimoto et al." ], "year": "2023", "source_url": "https://www.hashicorp.com/en/blog/hashicorp-adopts-business-source-license", "source_url_raw": "https://www.hashicorp.com/en/blog/hashicorp-adopts-business-source-license", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "recent-validation", "what_it_brings": "Counter-example: open-source company adopting restrictive BSL to protect commercial viability. Reveals tension: governance alternatives (dual-entity, cooperative) preferable to license restriction.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "hashicorp-bsl-2023", "title": "HashiCorp Adopts Business Source License", "authors": "Mitchell Hashimoto et al.", "year": "2023", "source_url": "https://www.hashicorp.com/en/blog/hashicorp-adopts-business-source-license", "category": "critique", "what_it_brings": "Counter-example: open-source company adopting restrictive BSL to protect commercial viability. Reveals tension: governance alternatives (dual-entity, cooperative) preferable to license restriction.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "hobbes-leviathan-1651": { "id": "hobbes-leviathan-1651", "title": "Leviathan: or The Matter, Forme, & Power of a Common-wealth Ecclesiasticall and Civill", "authors": [ "Thomas Hobbes" ], "year": "1651", "source_url": "https://historyofeconomicthought.mcmaster.ca/hobbes/Leviathan.pdf", "source_url_raw": "https://historyofeconomicthought.mcmaster.ca/hobbes/Leviathan.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Names the project; Chapter XVII defines commonwealth as unified sovereign that preserves peace through covenant. Leviathan Protocol subverts Hobbes—federation observes rather than commands; multiple sovereigns without single apex.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 10, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "hobbes-leviathan-1651", "title": "Leviathan: or The Matter, Forme, & Power of a Common-wealth Ecclesiasticall and Civill", "authors": "Thomas Hobbes", "year": "1651", "source_url": "https://historyofeconomicthought.mcmaster.ca/hobbes/Leviathan.pdf", "category": "philosophy", "what_it_brings": "Names the project; Chapter XVII defines commonwealth as unified sovereign that preserves peace through covenant. Leviathan Protocol subverts Hobbes—federation observes rather than commands; multiple sovereigns without single apex.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "ienca-mental-integrity-2021": { "id": "ienca-mental-integrity-2021", "title": "On Neurorights", "authors": [ "Marcello Ienca" ], "year": "2021", "source_url": "https://www.frontiersin.org/journals/human-neuroscience/articles/10.3389/fnhum.2021.701258/full", "source_url_raw": "https://www.frontiersin.org/journals/human-neuroscience/articles/10.3389/fnhum.2021.701258/full", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "foundational", "what_it_brings": "Why existing human rights insufficient for neurotech era. Constitutional basis for brain data protection.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ienca-mental-integrity-2021", "title": "On Neurorights", "authors": "Marcello Ienca", "year": "2021", "source_url": "https://www.frontiersin.org/journals/human-neuroscience/articles/10.3389/fnhum.2021.701258/full", "category": "ethics-philosophy", "what_it_brings": "Why existing human rights insufficient for neurotech era. Constitutional basis for brain data protection.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "ienca-neurorights-2017": { "id": "ienca-neurorights-2017", "title": "Towards new human rights in the age of neuroscience and neurotechnology", "authors": [ "Marcello Ienca & Roberto Andorno" ], "year": "2017", "source_url": "https://link.springer.com/article/10.1186/s40504-017-0050-1", "source_url_raw": "https://link.springer.com/article/10.1186/s40504-017-0050-1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "foundational", "what_it_brings": "**Foundational neurorights paper.** Four neurorights: cognitive liberty, mental privacy, mental integrity, psychological continuity. Names the gap Leviathan addresses.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ienca-neurorights-2017", "title": "Towards new human rights in the age of neuroscience and neurotechnology", "authors": "Marcello Ienca & Roberto Andorno", "year": "2017", "source_url": "https://link.springer.com/article/10.1186/s40504-017-0050-1", "category": "ethics-philosophy", "what_it_brings": "**Foundational neurorights paper.** Four neurorights: cognitive liberty, mental privacy, mental integrity, psychological continuity. Names the gap Leviathan addresses.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "ikea-stichting": { "id": "ikea-stichting", "title": "IKEA Foundation Ownership (Stichting Ingka + Inter IKEA)", "authors": [ "Ingvar Kamprad / Foundations" ], "year": "1982", "source_url": "https://en.wikipedia.org/wiki/Stichting_INGKA_Foundation", "source_url_raw": "https://en.wikipedia.org/wiki/Stichting_INGKA_Foundation", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "Dual foundation structure: retail (Ingka) + brand/IP (Inter IKEA). No beneficial owners; foundations own themselves. **Ultra-large-scale steward-ownership 70+ years.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 13, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ikea-stichting", "title": "IKEA Foundation Ownership (Stichting Ingka + Inter IKEA)", "authors": "Ingvar Kamprad / Foundations", "year": "1982", "source_url": "https://en.wikipedia.org/wiki/Stichting_INGKA_Foundation", "category": "real-world-case", "what_it_brings": "Dual foundation structure: retail (Ingka) + brand/IP (Inter IKEA). No beneficial owners; foundations own themselves. **Ultra-large-scale steward-ownership 70+ years.**", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "indieweb-federation-2020s": { "id": "indieweb-federation-2020s", "title": "Federation – IndieWeb", "authors": [ "IndieWeb Community" ], "year": "2020s", "source_url": "https://indieweb.org/federation/", "source_url_raw": "https://indieweb.org/federation/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technical", "lineage_type": "proof-point", "what_it_brings": "Decentralized social web via open standards (ActivityPub, Microformats). Emphasis on data ownership + interoperability. Validates: federation enables user exit + switching.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 36, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "indieweb-federation-2020s", "title": "Federation – IndieWeb", "authors": "IndieWeb Community", "year": "2020s", "source_url": "https://indieweb.org/federation/", "category": "technical", "what_it_brings": "Decentralized social web via open standards (ActivityPub, Microformats). Emphasis on data ownership + interoperability. Validates: federation enables user exit + switching.", "lineage_type": "proof-point" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "inverse-cai-2025": { "id": "inverse-cai-2025", "title": "Inverse Constitutional AI", "authors": [ "ICLR 2025" ], "year": "2025", "source_url": "https://proceedings.iclr.cc/paper_files/paper/2025/file/82eec786fdfbbfa53450c5feb7d1ac92-Paper-Conference.pdf", "source_url_raw": "https://proceedings.iclr.cc/paper_files/paper/2025/file/82eec786fdfbbfa53450c5feb7d1ac92-Paper-Conference.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "recent-work", "lineage_type": "recent-validation", "what_it_brings": "Per-user/per-group constitutions and transferability proofs. Validates federated model where instances fork constitutions.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "inverse-cai-2025", "title": "Inverse Constitutional AI", "authors": "ICLR 2025", "year": "2025", "source_url": "https://proceedings.iclr.cc/paper_files/paper/2025/file/82eec786fdfbbfa53450c5feb7d1ac92-Paper-Conference.pdf", "category": "recent-work", "what_it_brings": "Per-user/per-group constitutions and transferability proofs. Validates federated model where instances fork constitutions.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "irving-debate-2018": { "id": "irving-debate-2018", "title": "AI Safety via Debate", "authors": [ "Geoffrey Irving et al.", "OpenAI" ], "year": "2018", "source_url": "https://openai.org/index/ai-safety-via-debate/", "source_url_raw": "https://openai.org/index/ai-safety-via-debate/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "methodology", "what_it_brings": "Principle-driven resolution of AI disagreement through transparent debate protocol.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "irving-debate-2018", "title": "AI Safety via Debate", "authors": "Geoffrey Irving et al., OpenAI", "year": "2018", "source_url": "https://openai.org/index/ai-safety-via-debate/", "category": "parallel-work", "what_it_brings": "Principle-driven resolution of AI disagreement through transparent debate protocol.", "lineage_type": "methodology" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "john-lewis-1950": { "id": "john-lewis-1950", "title": "John Lewis Partnership: Employee Ownership Trust", "authors": [ "Spedan Lewis" ], "year": "1950", "source_url": "https://www.johnlewispartnership.co.uk/our-company/partnership-model", "source_url_raw": "https://www.johnlewispartnership.co.uk/our-company/partnership-model", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "Retail giant transferred ownership to employee trust. 60-member elected council governs. 70+ years proof.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "john-lewis-1950", "title": "John Lewis Partnership: Employee Ownership Trust", "authors": "Spedan Lewis", "year": "1950", "source_url": "https://www.johnlewispartnership.co.uk/our-company/partnership-model", "category": "real-world-case", "what_it_brings": "Retail giant transferred ownership to employee trust. 60-member elected council governs. 70+ years proof.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "karpathy-software-3-2025": { "id": "karpathy-software-3-2025", "title": "Software is Changing (Again)\" — Software 1.0 / 2.0 / 3.0 framework", "authors": [ "Andrej Karpathy" ], "year": "~2025 (talk + essay; Software 2.0 essay 2017 foundational)", "source_url": "", "source_url_raw": "https://karpathy.medium.com/software-2-0-a64152b37c35 + recent talks", "source_url_status": "unresolved", "source_url_note": "Not an unambiguous absolute HTTP(S) URL.", "category": "direct-ancestor", "lineage_type": "foundational", "what_it_brings": "**Mektupta merkez argüman:** \"yazılımın 1. çağında insan kod yazardı; 2. çağda insan modeli eğitirdi; 3. çağ az önce başladı — insan İngilizce konuşur, makine yazar.\" Bu paradigm shift Leviathan'ın \"anayasa = doğal dilde yazılı kural seti\" mimarisinin temel doğrulayıcısı. **Personal AI + Constitutional AI dosyalarında eksik.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**karpathy-software-3-2025**", "title": "\"Software is Changing (Again)\" — Software 1.0 / 2.0 / 3.0 framework", "authors": "Andrej Karpathy", "year": "~2025 (talk + essay; Software 2.0 essay 2017 foundational)", "source_url": "https://karpathy.medium.com/software-2-0-a64152b37c35 + recent talks", "category": "direct-ancestor", "what_it_brings": "**Mektupta merkez argüman:** \"yazılımın 1. çağında insan kod yazardı; 2. çağda insan modeli eğitirdi; 3. çağ az önce başladı — insan İngilizce konuşur, makine yazar.\" Bu paradigm shift Leviathan'ın \"anayasa = doğal dilde yazılı kural seti\" mimarisinin temel doğrulayıcısı. **Personal AI + Constitutional AI dosyalarında eksik.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "linux-foundation": { "id": "linux-foundation", "title": "Linux Foundation Governance Model", "authors": [ "Linus Torvalds", "Linux Foundation" ], "year": "1991+", "source_url": "https://www.linuxfoundation.org/blog/blog/understanding-open-governance-networks", "source_url_raw": "https://www.linuxfoundation.org/blog/blog/understanding-open-governance-networks", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "foundational", "what_it_brings": "Multi-stakeholder governance: vendors, users, maintainers all have voice. Neutral foundation prevents any one company controlling Linux.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 30, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "linux-foundation", "title": "Linux Foundation Governance Model", "authors": "Linus Torvalds, Linux Foundation", "year": "1991+", "source_url": "https://www.linuxfoundation.org/blog/blog/understanding-open-governance-networks", "category": "real-world-case", "what_it_brings": "Multi-stakeholder governance: vendors, users, maintainers all have voice. Neutral foundation prevents any one company controlling Linux.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "locke-two-treatises-1689": { "id": "locke-two-treatises-1689", "title": "Two Treatises of Government", "authors": [ "John Locke" ], "year": "1689", "source_url": "https://www.gutenberg.org/ebooks/7370", "source_url_raw": "https://www.gutenberg.org/ebooks/7370", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "foundational", "lineage_type": "foundational", "what_it_brings": "**Lockean katmanı** — egemenlik halkın doğal hakkı; anayasaya bağlı, sınırlı yetki; anayasal cumhuriyet. Hobbes'un Leviathan'ına yarım yüzyıl sonra cevap. Mimar'ın \"Üç klasik cevap var\" iskeletinin ikinci ayağı. **Decentralized governance dosyasında eksik — Hobbes var ama Locke + Rousseau yok.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**locke-two-treatises-1689**", "title": "Two Treatises of Government", "authors": "John Locke", "year": "1689", "source_url": "https://www.gutenberg.org/ebooks/7370", "category": "foundational", "what_it_brings": "**Lockean katmanı** — egemenlik halkın doğal hakkı; anayasaya bağlı, sınırlı yetki; anayasal cumhuriyet. Hobbes'un Leviathan'ına yarım yüzyıl sonra cevap. Mimar'ın \"Üç klasik cevap var\" iskeletinin ikinci ayağı. **Decentralized governance dosyasında eksik — Hobbes var ama Locke + Rousseau yok.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "lyons-disrupted-2015": { "id": "lyons-disrupted-2015", "title": "Disrupted: My Misadventure in the Start-Up Bubble", "authors": [ "Dan Lyons" ], "year": "2015", "source_url": "https://www.amazon.com/Disrupted-My-Misadventure-Start-Up-Bubble/dp/0316306088", "source_url_raw": "https://www.amazon.com/Disrupted-My-Misadventure-Start-Up-Bubble/dp/0316306088", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Exposes VC playbook (cheap labor, growth theater, IPO/acquisition exit). Strongest critique of capital structure driving startup dysfunction.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 34, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "lyons-disrupted-2015", "title": "Disrupted: My Misadventure in the Start-Up Bubble", "authors": "Dan Lyons", "year": "2015", "source_url": "https://www.amazon.com/Disrupted-My-Misadventure-Start-Up-Bubble/dp/0316306088", "category": "critique", "what_it_brings": "Exposes VC playbook (cheap labor, growth theater, IPO/acquisition exit). Strongest critique of capital structure driving startup dysfunction.", "lineage_type": "critique" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "marshall-islands-dao-2022": { "id": "marshall-islands-dao-2022", "title": "Marshall Islands DAO Act", "authors": [ "Marshall Islands Government" ], "year": "2022", "source_url": "https://www.midao.org/", "source_url_raw": "https://www.midao.org/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "legal", "what_it_brings": "Explicit DAO LLC recognition (for-profit). On-chain voting has legal force. More permissive than Wyoming. Alternative jurisdiction.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 27, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "marshall-islands-dao-2022", "title": "Marshall Islands DAO Act", "authors": "Marshall Islands Government", "year": "2022", "source_url": "https://www.midao.org/", "category": "legal-framework", "what_it_brings": "Explicit DAO LLC recognition (for-profit). On-chain voting has legal force. More permissive than Wyoming. Alternative jurisdiction.", "lineage_type": "legal" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "mastodon-2025": { "id": "mastodon-2025", "title": "Mastodon (Federated Non-Profit Social Network)", "authors": [ "Eugen Rochko" ], "year": "2016+", "source_url": "https://blog.joinmastodon.org/2025/01/the-people-should-own-the-town-square/", "source_url_raw": "https://blog.joinmastodon.org/2025/01/the-people-should-own-the-town-square/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dual-entity-precedent", "lineage_type": "real-world-precedent", "what_it_brings": "Non-profit foundation + for-profit GmbH (recently restructured to pure non-profit). Federated architecture. Anti-platform Twitter alternative.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "mastodon-2025", "title": "Mastodon (Federated Non-Profit Social Network)", "authors": "Eugen Rochko", "year": "2016+", "source_url": "https://blog.joinmastodon.org/2025/01/the-people-should-own-the-town-square/", "category": "dual-entity-precedent", "what_it_brings": "Non-profit foundation + for-profit GmbH (recently restructured to pure non-profit). Federated architecture. Anti-platform Twitter alternative.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "miri-governance-2024": { "id": "miri-governance-2024", "title": "MIRI 2024 Mission and Strategy Update", "authors": [ "MIRI" ], "year": "2024", "source_url": "https://intelligence.org/2024/01/04/miri-2024-mission-and-strategy-update/", "source_url_raw": "https://intelligence.org/2024/01/04/miri-2024-mission-and-strategy-update/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "philosophy", "what_it_brings": "Shifts from purely technical alignment to institutional/governance frameworks. Validates principle-based policy governance.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "miri-governance-2024", "title": "MIRI 2024 Mission and Strategy Update", "authors": "MIRI", "year": "2024", "source_url": "https://intelligence.org/2024/01/04/miri-2024-mission-and-strategy-update/", "category": "parallel-work", "what_it_brings": "Shifts from purely technical alignment to institutional/governance frameworks. Validates principle-based policy governance.", "lineage_type": "philosophy" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "mondragon-1956": { "id": "mondragon-1956", "title": "Mondragón Cooperative Corporation", "authors": [ "José María Arizmendiarrieta" ], "year": "1956", "source_url": "https://www.mondragon-corporation.com/en/about-us/", "source_url_raw": "https://www.mondragon-corporation.com/en/about-us/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "**80,000 worker-owners across 4 continents.** One worker = one vote; CEO:min-wage capped 5:1–9:1. Largest worker-ownership precedent.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "mondragon-1956", "title": "Mondragón Cooperative Corporation", "authors": "José María Arizmendiarrieta", "year": "1956", "source_url": "https://www.mondragon-corporation.com/en/about-us/", "category": "real-world-case", "what_it_brings": "**80,000 worker-owners across 4 continents.** One worker = one vote; CEO:min-wage capped 5:1–9:1. Largest worker-ownership precedent.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "moratorium-neurotech-2024": { "id": "moratorium-neurotech-2024", "title": "Moratorium on Implantable Non-Medical Neurotech", "authors": [ "bioethicists" ], "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12521269/", "source_url_raw": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12521269/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "recent-evidence", "what_it_brings": "Call for regulatory pause on non-medical brain implants. Argues precautionary approach.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "moratorium-neurotech-2024", "title": "Moratorium on Implantable Non-Medical Neurotech", "authors": "bioethicists", "year": "2024", "source_url": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12521269/", "category": "critique", "what_it_brings": "Call for regulatory pause on non-medical brain implants. Argues precautionary approach.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "mozilla-dual-2005": { "id": "mozilla-dual-2005", "title": "Mozilla Foundation Forms New Organization", "authors": [ "Mozilla Foundation" ], "year": "2005", "source_url": "https://blog.mozilla.org/press/2005/08/mozilla-foundation-forms-new-organization-to-further-the-creation-of-free-open-source-internet-software-including-the-award-winning-mozilla-firefox-browser-mozilla-press-center/", "source_url_raw": "https://blog.mozilla.org/press/2005/08/mozilla-foundation-forms-new-organization-to-further-the-creation-of-free-open-source-internet-software-including-the-award-winning-mozilla-firefox-browser-mozilla-press-center/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dual-entity-precedent", "lineage_type": "foundational", "what_it_brings": "**Archetype dual-entity:** Mozilla Foundation (501c3) + Mozilla Corporation (taxable subsidiary). Foundation owns Corp; Corp earns revenue while Foundation maintains mission.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 10, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "mozilla-dual-2005", "title": "Mozilla Foundation Forms New Organization", "authors": "Mozilla Foundation", "year": "2005", "source_url": "https://blog.mozilla.org/press/2005/08/mozilla-foundation-forms-new-organization-to-further-the-creation-of-free-open-source-internet-software-including-the-award-winning-mozilla-firefox-browser-mozilla-press-center/", "category": "dual-entity-precedent", "what_it_brings": "**Archetype dual-entity:** Mozilla Foundation (501c3) + Mozilla Corporation (taxable subsidiary). Foundation owns Corp; Corp earns revenue while Foundation maintains mission.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "nagel-bat-1974": { "id": "nagel-bat-1974", "title": "What Is It Like to Be a Bat?", "authors": [ "Thomas Nagel" ], "year": "1974", "source_url": "https://philpapers.org/archive/NAGWII.pdf", "source_url_raw": "https://philpapers.org/archive/NAGWII.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "foundational", "lineage_type": "foundational", "what_it_brings": "Subjective experience'ın indirgenemezliği üzerine felsefenin merkez metni. Mimar mektupta açık atıf yapıyor: \"Nagel'in bir yarasayı olmak nasıldır makalesi.\" LLM consciousness sorularının felsefi zemini. **Cognitive sovereignty dosyasında eksik, eklenmeli.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**nagel-bat-1974**", "title": "What Is It Like to Be a Bat?", "authors": "Thomas Nagel", "year": "1974", "source_url": "https://philpapers.org/archive/NAGWII.pdf", "category": "foundational", "what_it_brings": "Subjective experience'ın indirgenemezliği üzerine felsefenin merkez metni. Mimar mektupta açık atıf yapıyor: \"Nagel'in bir yarasayı olmak nasıldır makalesi.\" LLM consciousness sorularının felsefi zemini. **Cognitive sovereignty dosyasında eksik, eklenmeli.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "neuralink-blindsight-2025": { "id": "neuralink-blindsight-2025", "title": "Blindsight FDA Breakthrough Device Designation for Vision Restoration", "authors": [ "Neuralink Corporation" ], "year": "2025-06", "source_url": "https://www.medicaldevice-network.com/news/neuralink-wins-fda-breakthrough-tag-for-speech-restoration/", "source_url_raw": "https://www.medicaldevice-network.com/news/neuralink-wins-fda-breakthrough-tag-for-speech-restoration/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "Visual cortex implant FDA Breakthrough status. Brain-write applications expanding beyond motor.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 13, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "neuralink-blindsight-2025", "title": "Blindsight FDA Breakthrough Device Designation for Vision Restoration", "authors": "Neuralink Corporation", "year": "2025-06", "source_url": "https://www.medicaldevice-network.com/news/neuralink-wins-fda-breakthrough-tag-for-speech-restoration/", "category": "convergence-evidence", "what_it_brings": "Visual cortex implant FDA Breakthrough status. Brain-write applications expanding beyond motor.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "neuralink-fda-ide-2023": { "id": "neuralink-fda-ide-2023", "title": "Neuralink Receives FDA Breakthrough Device Designation", "authors": [ "Neuralink Corporation" ], "year": "2023-05", "source_url": "https://neuralink.com/updates/", "source_url_raw": "https://neuralink.com/updates/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "FDA IDE approval enables first human BCI implants in 2024. Regulatory passage point for invasive brain-read interfaces.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "neuralink-fda-ide-2023", "title": "Neuralink Receives FDA Breakthrough Device Designation", "authors": "Neuralink Corporation", "year": "2023-05", "source_url": "https://neuralink.com/updates/", "category": "convergence-evidence", "what_it_brings": "FDA IDE approval enables first human BCI implants in 2024. Regulatory passage point for invasive brain-read interfaces.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "neuralink-patient-trials-2024": { "id": "neuralink-patient-trials-2024", "title": "Neuralink Implants First Human with Brain-Computer Interface", "authors": [ "Neuralink Corporation" ], "year": "2024-01", "source_url": "https://neuralink.com/updates/", "source_url_raw": "https://neuralink.com/updates/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "First human implant Jan 2024. As of Sept 2025, 12 participants with 15,000+ cumulative hours. BCI moves bench → bedside.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "neuralink-patient-trials-2024", "title": "Neuralink Implants First Human with Brain-Computer Interface", "authors": "Neuralink Corporation", "year": "2024-01", "source_url": "https://neuralink.com/updates/", "category": "convergence-evidence", "what_it_brings": "First human implant Jan 2024. As of Sept 2025, 12 participants with 15,000+ cumulative hours. BCI moves bench → bedside.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "nvidia-ace-npc-2024": { "id": "nvidia-ace-npc-2024", "title": "NVIDIA ACE: Generative AI for Lifelike Digital Characters", "authors": [ "NVIDIA" ], "year": "2024", "source_url": "https://developer.nvidia.com/ace-for-games", "source_url_raw": "https://developer.nvidia.com/ace-for-games", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "NPC personality engine with emotional attributes. Synthetic consciousness substrate.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 16, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "nvidia-ace-npc-2024", "title": "NVIDIA ACE: Generative AI for Lifelike Digital Characters", "authors": "NVIDIA", "year": "2024", "source_url": "https://developer.nvidia.com/ace-for-games", "category": "convergence-evidence", "what_it_brings": "NPC personality engine with emotional attributes. Synthetic consciousness substrate.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "optimism-collective-2022": { "id": "optimism-collective-2022", "title": "Introducing the Optimism Collective", "authors": [ "Optimism Foundation + OP Labs" ], "year": "2022", "source_url": "https://www.optimism.io/blog/introducing-the-optimism-collective", "source_url_raw": "https://www.optimism.io/blog/introducing-the-optimism-collective", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dual-entity-precedent", "lineage_type": "real-world-precedent", "what_it_brings": "**Web3 dual-entity refinement.** Foundation + OP Labs (independent contractor). Bicameral governance (Token House + Citizens' House). OP Labs cannot control protocol. **Closest model to Constitution + operators split.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "optimism-collective-2022", "title": "Introducing the Optimism Collective", "authors": "Optimism Foundation + OP Labs", "year": "2022", "source_url": "https://www.optimism.io/blog/introducing-the-optimism-collective", "category": "dual-entity-precedent", "what_it_brings": "**Web3 dual-entity refinement.** Foundation + OP Labs (independent contractor). Bicameral governance (Token House + Citizens' House). OP Labs cannot control protocol. **Closest model to Constitution + operators split.**", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "optimism-retroPGF-2022": { "id": "optimism-retroPGF-2022", "title": "Retroactive Public Goods Funding", "authors": [ "Optimism" ], "year": "2022", "source_url": "https://medium.com/ethereum-optimism/retroactive-public-goods-funding-33c9b7d00f0c", "source_url_raw": "https://medium.com/ethereum-optimism/retroactive-public-goods-funding-33c9b7d00f0c", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "Easier to agree on what was useful than what will be useful. Validates federation model: observe what instances do (impact), reward retroactively. Inverts governance: measure, reward, then coordinate—not prescribe then execute.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "optimism-retroPGF-2022", "title": "Retroactive Public Goods Funding", "authors": "Optimism", "year": "2022", "source_url": "https://medium.com/ethereum-optimism/retroactive-public-goods-funding-33c9b7d00f0c", "category": "technique", "what_it_brings": "Easier to agree on what was useful than what will be useful. Validates federation model: observe what instances do (impact), reward retroactively. Inverts governance: measure, reward, then coordinate—not prescribe then execute.", "lineage_type": "technique" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "osi-2024": { "id": "osi-2024", "title": "Open Source Initiative 2024 Work Program", "authors": [ "OSI" ], "year": "2024", "source_url": "https://opensource.org/2024-annual-report", "source_url_raw": "https://opensource.org/2024-annual-report", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "recent-validation", "what_it_brings": "OSI stewards open-source definition. Recognizes funding crisis; advocates institutional commons (Open Source Pledge).", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "osi-2024", "title": "Open Source Initiative 2024 Work Program", "authors": "OSI", "year": "2024", "source_url": "https://opensource.org/2024-annual-report", "category": "legal-framework", "what_it_brings": "OSI stewards open-source definition. Recognizes funding crisis; advocates institutional commons (Open Source Pledge).", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "ostrom-governing-commons-1990": { "id": "ostrom-governing-commons-1990", "title": "Governing the Commons: The Evolution of Institutions for Collective Action", "authors": [ "Elinor Ostrom" ], "year": "1990", "source_url": "https://www.cambridge.org/core/books/governing-the-commons/A8BB63BC4A1433A50A3FB92EDBBB97D5", "source_url_raw": "https://www.cambridge.org/core/books/governing-the-commons/A8BB63BC4A1433A50A3FB92EDBBB97D5", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Nobel laureate work on polycentric governance; proves commons-based resource management works at multiple scales. Directly supports federation architecture: \"multiple centers of decision making, each with autonomy.\" Instance sovereignty + federation as polycentric system.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "ostrom-governing-commons-1990", "title": "Governing the Commons: The Evolution of Institutions for Collective Action", "authors": "Elinor Ostrom", "year": "1990", "source_url": "https://www.cambridge.org/core/books/governing-the-commons/A8BB63BC4A1433A50A3FB92EDBBB97D5", "category": "philosophy", "what_it_brings": "Nobel laureate work on polycentric governance; proves commons-based resource management works at multiple scales. Directly supports federation architecture: \"multiple centers of decision making, each with autonomy.\" Instance sovereignty + federation as polycentric system.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "patagonia-2022": { "id": "patagonia-2022", "title": "Patagonia: Earth Is Now Our Only Shareholder", "authors": [ "Yvon Chouinard" ], "year": "2022", "source_url": "https://www.hbs.edu/faculty/Pages/item.aspx?num=63834", "source_url_raw": "https://www.hbs.edu/faculty/Pages/item.aspx?num=63834", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "real-world-precedent", "what_it_brings": "$3B steward-ownership transfer: 98% to climate foundation + 2% voting to Purpose Trust. **Proves dual-entity at scale.** Mission lock + profit redirection.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 8, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "patagonia-2022", "title": "Patagonia: Earth Is Now Our Only Shareholder", "authors": "Yvon Chouinard", "year": "2022", "source_url": "https://www.hbs.edu/faculty/Pages/item.aspx?num=63834", "category": "real-world-case", "what_it_brings": "$3B steward-ownership transfer: 98% to climate foundation + 2% voting to Purpose Trust. **Proves dual-entity at scale.** Mission lock + profit redirection.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "plurality-book-2024": { "id": "plurality-book-2024", "title": "Plurality: The Future of Collaborative Technology and Democracy", "authors": [ "E. Glen Weyl", "Audrey Tang", "Community" ], "year": "2024", "source_url": "https://plurality.net/", "source_url_raw": "https://plurality.net/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "recent-validation", "what_it_brings": "Radical Markets + Plurality thesis: technology can enhance human agency and coordination without centralization. Quadratic voting, DAOs, plural governance. Leviathan extends Plurality to protocol governance: plural voting methods, fork freedom, instance sovereignty.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "plurality-book-2024", "title": "Plurality: The Future of Collaborative Technology and Democracy", "authors": "E. Glen Weyl, Audrey Tang, Community", "year": "2024", "source_url": "https://plurality.net/", "category": "parallel-work", "what_it_brings": "Radical Markets + Plurality thesis: technology can enhance human agency and coordination without centralization. Quadratic voting, DAOs, plural governance. Leviathan extends Plurality to protocol governance: plural voting methods, fork freedom, instance sovereignty.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "polanyi-great-transformation-1944": { "id": "polanyi-great-transformation-1944", "title": "The Great Transformation: The Political and Economic Origins of Our Time", "authors": [ "Karl Polanyi" ], "year": "1944", "source_url": "https://www.cambridge.org/core/books/abs/market-and-society/great-transformation-of-embeddedness-karl-polanyi-and-the-new-economic-sociology/82B0CE87ABD7132D651ECCB367CF7CE7", "source_url_raw": "https://www.cambridge.org/core/books/abs/market-and-society/great-transformation-of-embeddedness-karl-polanyi-and-the-new-economic-sociology/82B0CE87ABD7132D651ECCB367CF7CE7", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "cautionary", "what_it_brings": "Markets embedded in social/political logic, not autonomous. Governance cannot be purely technical or market-driven. Validates why Leviathan's constitutional layer matters: governance is embedded social contract, not algorithm.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 18, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "polanyi-great-transformation-1944", "title": "The Great Transformation: The Political and Economic Origins of Our Time", "authors": "Karl Polanyi", "year": "1944", "source_url": "https://www.cambridge.org/core/books/abs/market-and-society/great-transformation-of-embeddedness-karl-polanyi-and-the-new-economic-sociology/82B0CE87ABD7132D651ECCB367CF7CE7", "category": "philosophy", "what_it_brings": "Markets embedded in social/political logic, not autonomous. Governance cannot be purely technical or market-driven. Validates why Leviathan's constitutional layer matters: governance is embedded social contract, not algorithm.", "lineage_type": "cautionary" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "purpose-foundation-2015": { "id": "purpose-foundation-2015", "title": "The Patagonia Structure in Steward-Ownership Context", "authors": [ "Purpose Foundation" ], "year": "2015", "source_url": "https://medium.com/@purpose_network/the-patagonia-structure-in-the-context-of-steward-ownership-e9db3d260dc6", "source_url_raw": "https://medium.com/@purpose_network/the-patagonia-structure-in-the-context-of-steward-ownership-e9db3d260dc6", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "foundational", "what_it_brings": "Steward-ownership model separates voting (mission) from dividend (profit). Bosch, Zeiss, IKEA, John Lewis use foundation/trust wrappers.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 9, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "purpose-foundation-2015", "title": "The Patagonia Structure in Steward-Ownership Context", "authors": "Purpose Foundation", "year": "2015", "source_url": "https://medium.com/@purpose_network/the-patagonia-structure-in-the-context-of-steward-ownership-e9db3d260dc6", "category": "legal-framework", "what_it_brings": "Steward-ownership model separates voting (mission) from dividend (profit). Bosch, Zeiss, IKEA, John Lewis use foundation/trust wrappers.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "rlhf-limitations-2024": { "id": "rlhf-limitations-2024", "title": "AI Alignment through RLHF: Contradictions and Limitations", "authors": [ "Multiple authors" ], "year": "2024", "source_url": "https://arxiv.org/html/2406.18346v1", "source_url_raw": "https://arxiv.org/html/2406.18346v1", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Identifies preference collapse + mythical-representative-user problem in RLHF. Argues for specification/principle-driven approaches.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 21, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "rlhf-limitations-2024", "title": "AI Alignment through RLHF: Contradictions and Limitations", "authors": "Multiple authors", "year": "2024", "source_url": "https://arxiv.org/html/2406.18346v1", "category": "critique", "what_it_brings": "Identifies preference collapse + mythical-representative-user problem in RLHF. Argues for specification/principle-driven approaches.", "lineage_type": "critique" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "rousseau-social-contract-1762": { "id": "rousseau-social-contract-1762", "title": "The Social Contract", "authors": [ "Jean-Jacques Rousseau" ], "year": "1762", "source_url": "https://www.gutenberg.org/ebooks/46333", "source_url_raw": "https://www.gutenberg.org/ebooks/46333", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "foundational", "lineage_type": "foundational", "what_it_brings": "**Rousseauan katmanı = Mimar'ın projesinin tam yeri.** \"Anayasa yetmez. Genel irade gerekir. Her vatandaş aktif onaylamalı. Doğrudan demokrasi.\" Leviathan'ın inşa ettiği \"bireyin anayasal egemenliği\" katmanı = Rousseau katmanının yapay zeka çağındaki teknik karşılığı. **Decentralized governance dosyasında eksik. Bu single en önemli eksik referans.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-founder-personal.md", "line": 17, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "**rousseau-social-contract-1762**", "title": "The Social Contract", "authors": "Jean-Jacques Rousseau", "year": "1762", "source_url": "https://www.gutenberg.org/ebooks/46333", "category": "foundational", "what_it_brings": "**Rousseauan katmanı = Mimar'ın projesinin tam yeri.** \"Anayasa yetmez. Genel irade gerekir. Her vatandaş aktif onaylamalı. Doğrudan demokrasi.\" Leviathan'ın inşa ettiği \"bireyin anayasal egemenliği\" katmanı = Rousseau katmanının yapay zeka çağındaki teknik karşılığı. **Decentralized governance dosyasında eksik. Bu single en önemli eksik referans.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "founder-personal", "informs": [], "extends": [], "contradicts": [] }, "russell-human-compatible-2019": { "id": "russell-human-compatible-2019", "title": "Human Compatible: AI and the Problem of Control", "authors": [ "Stuart Russell" ], "year": "2019", "source_url": "https://people.eecs.berkeley.edu/~russell/papers/mi19book-hcai.pdf", "source_url_raw": "https://people.eecs.berkeley.edu/~russell/papers/mi19book-hcai.pdf", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "AI systems should be uncertain about preferences and learn them through observation. Argues against rigid goal specification — core philosophical ancestor of CAI.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 14, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "russell-human-compatible-2019", "title": "Human Compatible: AI and the Problem of Control", "authors": "Stuart Russell", "year": "2019", "source_url": "https://people.eecs.berkeley.edu/~russell/papers/mi19book-hcai.pdf", "category": "philosophy", "what_it_brings": "AI systems should be uncertain about preferences and learn them through observation. Argues against rigid goal specification — core philosophical ancestor of CAI.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "schneider-artificial-you-2019": { "id": "schneider-artificial-you-2019", "title": "Artificial You: AI and the Future of Your Mind", "authors": [ "Susan Schneider" ], "year": "2019", "source_url": "https://books.google.com/books/about/Artificial_You.html?id=L8iXDwAAQBAJ", "source_url_raw": "https://books.google.com/books/about/Artificial_You.html?id=L8iXDwAAQBAJ", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "foundational", "what_it_brings": "AI Consciousness Test (ACT). Whether digital minds retain personhood. Brain-as-substrate philosophical grounding.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "schneider-artificial-you-2019", "title": "Artificial You: AI and the Future of Your Mind", "authors": "Susan Schneider", "year": "2019", "source_url": "https://books.google.com/books/about/Artificial_You.html?id=L8iXDwAAQBAJ", "category": "ethics-philosophy", "what_it_brings": "AI Consciousness Test (ACT). Whether digital minds retain personhood. Brain-as-substrate philosophical grounding.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "schneider-exit-community-2021": { "id": "schneider-exit-community-2021", "title": "Exit to Community: Multi-Stakeholder Ownership Strategies", "authors": [ "Nathan Schneider", "Atul Mallik" ], "year": "2021", "source_url": "https://georgetownlawtechreview.org/exit-to-community-strategies-for-multi-stakeholder-ownership-in-the-platform-economy/GLTR-05-2021/", "source_url_raw": "https://georgetownlawtechreview.org/exit-to-community-strategies-for-multi-stakeholder-ownership-in-the-platform-economy/GLTR-05-2021/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "**Alternative exits: not IPO/acquisition, but transfer to worker/user/community ownership** via co-ops, ESOPs, trusts, LLCs. Direct ancestor for Constitutional Company exit thinking.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 23, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "schneider-exit-community-2021", "title": "Exit to Community: Multi-Stakeholder Ownership Strategies", "authors": "Nathan Schneider, Atul Mallik", "year": "2021", "source_url": "https://georgetownlawtechreview.org/exit-to-community-strategies-for-multi-stakeholder-ownership-in-the-platform-economy/GLTR-05-2021/", "category": "philosophy", "what_it_brings": "**Alternative exits: not IPO/acquisition, but transfer to worker/user/community ownership** via co-ops, ESOPs, trusts, LLCs. Direct ancestor for Constitutional Company exit thinking.", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "scholz-platform-coop-2016": { "id": "scholz-platform-coop-2016", "title": "Ours to Hack and to Own: Platform Cooperativism", "authors": [ "Trebor Scholz", "Nathan Schneider (eds.)" ], "year": "2016", "source_url": "https://orbooks.com/catalog/ours-to-hack-and-to-own/", "source_url_raw": "https://orbooks.com/catalog/ours-to-hack-and-to-own/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "40 essays on platform cooperativism. Worker/user ownership + digital infrastructure. **Direct ancestor for federated, non-extractive platforms.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 24, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "scholz-platform-coop-2016", "title": "Ours to Hack and to Own: Platform Cooperativism", "authors": "Trebor Scholz, Nathan Schneider (eds.)", "year": "2016", "source_url": "https://orbooks.com/catalog/ours-to-hack-and-to-own/", "category": "philosophy", "what_it_brings": "40 essays on platform cooperativism. Worker/user ownership + digital infrastructure. **Direct ancestor for federated, non-extractive platforms.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "sima-2-2025": { "id": "sima-2-2025", "title": "SIMA 2: Generalist Embodied Agent for Virtual Worlds", "authors": [ "Google DeepMind" ], "year": "2025", "source_url": "https://deepmind.google/blog/sima-2-an-agent-that-plays-reasons-and-learns-with-you-in-virtual-3d-worlds/", "source_url_raw": "https://deepmind.google/blog/sima-2-an-agent-that-plays-reasons-and-learns-with-you-in-virtual-3d-worlds/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "SIMA 2 + Genie 3 → 71% task success in unseen worlds. Agent reasoning + self-improvement in generated environments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 15, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "sima-2-2025", "title": "SIMA 2: Generalist Embodied Agent for Virtual Worlds", "authors": "Google DeepMind", "year": "2025", "source_url": "https://deepmind.google/blog/sima-2-an-agent-that-plays-reasons-and-learns-with-you-in-virtual-3d-worlds/", "category": "convergence-evidence", "what_it_brings": "SIMA 2 + Genie 3 → 71% task success in unseen worlds. Agent reasoning + self-improvement in generated environments.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "snapshot-voting-2024": { "id": "snapshot-voting-2024", "title": "Snapshot: Off-Chain DAO Governance", "authors": [ "Snapshot Labs" ], "year": "2024", "source_url": "https://snapshot.org/", "source_url_raw": "https://snapshot.org/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "technique", "lineage_type": "technique", "what_it_brings": "96% of DAOs use Snapshot for gas-free voting. Block-height snapshot prevents token bought voting (prevents flash loans). Used by Lido, Aave. Demonstrates: visibility + immutable voting records are governance primitive.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 31, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "snapshot-voting-2024", "title": "Snapshot: Off-Chain DAO Governance", "authors": "Snapshot Labs", "year": "2024", "source_url": "https://snapshot.org/", "category": "technique", "what_it_brings": "96% of DAOs use Snapshot for gas-free voting. Block-height snapshot prevents token bought voting (prevents flash loans). Used by Lido, Aave. Demonstrates: visibility + immutable voting records are governance primitive.", "lineage_type": "technique" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "sourcehut-customers-first-2019": { "id": "sourcehut-customers-first-2019", "title": "Our Model: Customers First, Investors Never", "authors": [ "Drew DeVault" ], "year": "2019", "source_url": "https://sourcehut.org/blog/2019-10-23-srht-puts-users-first/", "source_url_raw": "https://sourcehut.org/blog/2019-10-23-srht-puts-users-first/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "anti-platform", "lineage_type": "real-world-precedent", "what_it_brings": "For-profit but funded entirely by paying users. Customer-first governance embedded in revenue model, not legal structure alone.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 22, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "sourcehut-customers-first-2019", "title": "Our Model: Customers First, Investors Never", "authors": "Drew DeVault", "year": "2019", "source_url": "https://sourcehut.org/blog/2019-10-23-srht-puts-users-first/", "category": "anti-platform", "what_it_brings": "For-profit but funded entirely by paying users. Customer-first governance embedded in revenue model, not legal structure alone.", "lineage_type": "real-world-precedent" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "spinoza-ethica-1677": { "id": "spinoza-ethica-1677", "title": "Ethica Ordine Geometrico Demonstrata", "authors": [ "Baruch Spinoza" ], "year": "1677", "source_url": "https://www.gutenberg.org/ebooks/3800", "source_url_raw": "https://www.gutenberg.org/ebooks/3800", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "philosophy", "lineage_type": "foundational", "what_it_brings": "Deus sive Natura—law immanent in the whole rather than imposed from above it; the metaphysics under the protocol's name. Where Hobbes crowns the composed body, Spinoza dissolves the throne: authority is nothing over and above the lawful binding of the parts. Grounds \"we keep the composition and remove the throne.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 12, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "spinoza-ethica-1677", "title": "Ethica Ordine Geometrico Demonstrata", "authors": "Baruch Spinoza", "year": "1677", "source_url": "https://www.gutenberg.org/ebooks/3800", "category": "philosophy", "what_it_brings": "Deus sive Natura—law immanent in the whole rather than imposed from above it; the metaphysics under the protocol's name. Where Hobbes crowns the composed body, Spinoza dissolves the throne: authority is nothing over and above the lawful binding of the parts. Grounds \"we keep the composition and remove the throne.\"", "lineage_type": "foundational" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "stakeholder-capitalism-2024": { "id": "stakeholder-capitalism-2024", "title": "Stakeholder Governance and the Eclipse of Shareholder Primacy", "authors": [ "Harvard Law School" ], "year": "2024", "source_url": "https://corpgov.law.harvard.edu/2024/05/07/stakeholder-governance-and-the-eclipse-of-shareholder-primacy/", "source_url_raw": "https://corpgov.law.harvard.edu/2024/05/07/stakeholder-governance-and-the-eclipse-of-shareholder-primacy/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "critique", "what_it_brings": "Stakeholder capitalism middle path between shareholder primacy + worker control. **Constitutional Company goes further** — argues governance substrate must replace equity entirely.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 33, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "stakeholder-capitalism-2024", "title": "Stakeholder Governance and the Eclipse of Shareholder Primacy", "authors": "Harvard Law School", "year": "2024", "source_url": "https://corpgov.law.harvard.edu/2024/05/07/stakeholder-governance-and-the-eclipse-of-shareholder-primacy/", "category": "critique", "what_it_brings": "Stakeholder capitalism middle path between shareholder primacy + worker control. **Constitutional Company goes further** — argues governance substrate must replace equity entirely.", "lineage_type": "critique" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "the-dao-2016": { "id": "the-dao-2016", "title": "The DAO Controversy: The Case for a New Species of Corporate Governance?", "authors": [ "Muhammad Mehar, et al." ], "year": "2016", "source_url": "https://www.frontiersin.org/journals/blockchain/articles/10.3389/fbloc.2020.00025/full", "source_url_raw": "https://www.frontiersin.org/journals/blockchain/articles/10.3389/fbloc.2020.00025/full", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dao-postmortem", "lineage_type": "cautionary", "what_it_brings": "$60M hack via reentrancy; no humans in loop when disaster struck. Governance as pure code proved inadequate; decentralized decision-making was \"slow and cumbersome\" in crisis. Teaches: need constitution + human judgment layer. Explains why \"no silent override\" prevents cascades.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "the-dao-2016", "title": "The DAO Controversy: The Case for a New Species of Corporate Governance?", "authors": "Muhammad Mehar, et al.", "year": "2016", "source_url": "https://www.frontiersin.org/journals/blockchain/articles/10.3389/fbloc.2020.00025/full", "category": "dao-postmortem", "what_it_brings": "$60M hack via reentrancy; no humans in loop when disaster struck. Governance as pure code proved inadequate; decentralized decision-making was \"slow and cumbersome\" in crisis. Teaches: need constitution + human judgment layer. Explains why \"no silent override\" prevents cascades.", "lineage_type": "cautionary" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "tribe-v2-2026": { "id": "tribe-v2-2026", "title": "TRIBE v2: A Predictive Foundation Model for Brain Processing", "authors": [ "Meta AI Research (Yann LeCun's lab)" ], "year": "2026-03", "source_url": "https://ai.meta.com/blog/tribe-v2-brain-predictive-foundation-model/", "source_url_raw": "https://ai.meta.com/blog/tribe-v2-brain-predictive-foundation-model/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "convergence-evidence", "lineage_type": "recent-evidence", "what_it_brings": "fMRI-scale brain activity prediction across vision/audio/language; 70x resolution improvement. Brain-as-read-surface direct evidence.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 7, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "tribe-v2-2026", "title": "TRIBE v2: A Predictive Foundation Model for Brain Processing", "authors": "Meta AI Research (Yann LeCun's lab)", "year": "2026-03", "source_url": "https://ai.meta.com/blog/tribe-v2-brain-predictive-foundation-model/", "category": "convergence-evidence", "what_it_brings": "fMRI-scale brain activity prediction across vision/audio/language; 70x resolution improvement. Brain-as-read-surface direct evidence.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "unesco-neurotechnology-2025": { "id": "unesco-neurotechnology-2025", "title": "Recommendation on the Ethics of Neurotechnology", "authors": [ "UNESCO" ], "year": "2025-11", "source_url": "https://www.unesco.org/en/ethics-neurotech/recommendation", "source_url_raw": "https://www.unesco.org/en/ethics-neurotech/recommendation", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "First global standard for neurotech ethics. 194 Member States. Chaired by Chneiweiss + Farahany.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 28, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "unesco-neurotechnology-2025", "title": "Recommendation on the Ethics of Neurotechnology", "authors": "UNESCO", "year": "2025-11", "source_url": "https://www.unesco.org/en/ethics-neurotech/recommendation", "category": "governance-proposal", "what_it_brings": "First global standard for neurotech ethics. 194 Member States. Chaired by Chneiweiss + Farahany.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "us-mind-act-2025": { "id": "us-mind-act-2025", "title": "MIND Act (Management of Individuals' Neural Data)", "authors": [ "Senators Cantwell", "Schumer", "Markey" ], "year": "2025-10", "source_url": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "source_url_raw": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "governance-proposal", "lineage_type": "recent-evidence", "what_it_brings": "US federal bill on neural data regulation. Signals legislative recognition of brain-write governance gap.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "us-mind-act-2025", "title": "MIND Act (Management of Individuals' Neural Data)", "authors": "Senators Cantwell, Schumer, Markey", "year": "2025-10", "source_url": "https://www.csis.org/analysis/when-thought-becomes-data-mind-act-and-coming-debate-over-neurotechnology", "category": "governance-proposal", "what_it_brings": "US federal bill on neural data regulation. Signals legislative recognition of brain-write governance gap.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "vitalik-decentralization-2024": { "id": "vitalik-decentralization-2024", "title": "The Near and Mid-Term Future of Improving Ethereum's Permissionlessness and Decentralization", "authors": [ "Vitalik Buterin" ], "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/17/decentralization.html", "source_url_raw": "https://vitalik.eth.limo/general/2024/05/17/decentralization.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "recent-validation", "what_it_brings": "Discusses decentralization metrics, preventing power concentration, fork freedom as exit option. Emphasizes pluralism in protocol design. Validates vision: \"federation observes, not controls.\"", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "vitalik-decentralization-2024", "title": "The Near and Mid-Term Future of Improving Ethereum's Permissionlessness and Decentralization", "authors": "Vitalik Buterin", "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/17/decentralization.html", "category": "parallel-work", "what_it_brings": "Discusses decentralization metrics, preventing power concentration, fork freedom as exit option. Emphasizes pluralism in protocol design. Validates vision: \"federation observes, not controls.\"", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "vitalik-layer2-culture-2024": { "id": "vitalik-layer2-culture-2024", "title": "Layer 2s as Cultural Extensions of Ethereum", "authors": [ "Vitalik Buterin" ], "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/29/l2culture.html", "source_url_raw": "https://vitalik.eth.limo/general/2024/05/29/l2culture.html", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "recent-validation", "what_it_brings": "Identifies Ethereum subcultures (Cypherpunks, Lunarpunks, Regens) and how L2s allow \"diverse set of different subcultures that still share common values.\" Directly parallels Leviathan's 7 sovereign instances: federation observable, not controlling. Instance autonomy + shared commitments.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-decentralized-governance.md", "line": 25, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "vitalik-layer2-culture-2024", "title": "Layer 2s as Cultural Extensions of Ethereum", "authors": "Vitalik Buterin", "year": "2024", "source_url": "https://vitalik.eth.limo/general/2024/05/29/l2culture.html", "category": "parallel-work", "what_it_brings": "Identifies Ethereum subcultures (Cypherpunks, Lunarpunks, Regens) and how L2s allow \"diverse set of different subcultures that still share common values.\" Directly parallels Leviathan's 7 sovereign instances: federation observable, not controlling. Instance autonomy + shared commitments.", "lineage_type": "recent-validation" } }, "type": "reference", "source_file": "decentralized-governance", "informs": [], "extends": [], "contradicts": [] }, "wang-hype-mindreading-2024": { "id": "wang-hype-mindreading-2024", "title": "Mind-reading in AI and neurotechnology: hype evaluation", "authors": [ "Wang et al." ], "year": "2024", "source_url": "https://link.springer.com/article/10.1007/s43681-024-00514-6", "source_url_raw": "https://link.springer.com/article/10.1007/s43681-024-00514-6", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "critique", "lineage_type": "recent-evidence", "what_it_brings": "Analysis of 1,017 articles found 91% overstate \"mind-reading\" capability. Calls for language precision. **Honest counterweight to convergence optimism.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 32, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "wang-hype-mindreading-2024", "title": "Mind-reading in AI and neurotechnology: hype evaluation", "authors": "Wang et al.", "year": "2024", "source_url": "https://link.springer.com/article/10.1007/s43681-024-00514-6", "category": "critique", "what_it_brings": "Analysis of 1,017 articles found 91% overstate \"mind-reading\" capability. Calls for language precision. **Honest counterweight to convergence optimism.**", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "white-house-ai-bill-of-rights-2022": { "id": "white-house-ai-bill-of-rights-2022", "title": "Blueprint for an AI Bill of Rights", "authors": [ "White House OSTP" ], "year": "2022", "source_url": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "source_url_raw": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "parallel-work", "lineage_type": "philosophy", "what_it_brings": "Five constitutional principles for AI systems. Validates principle-based governance at policy level.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-ai.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "white-house-ai-bill-of-rights-2022", "title": "Blueprint for an AI Bill of Rights", "authors": "White House OSTP", "year": "2022", "source_url": "https://bidenwhitehouse.archives.gov/ostp/ai-bill-of-rights/", "category": "parallel-work", "what_it_brings": "Five constitutional principles for AI systems. Validates principle-based governance at policy level.", "lineage_type": "philosophy" } }, "type": "reference", "source_file": "constitutional-ai", "informs": [], "extends": [], "contradicts": [] }, "wikimedia-foundation-2003": { "id": "wikimedia-foundation-2003", "title": "Wikimedia Foundation (Wikipedia)", "authors": [ "Jimmy Wales et al." ], "year": "2003", "source_url": "https://foundation.wikimedia.org/", "source_url_raw": "https://foundation.wikimedia.org/", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "dual-entity-precedent", "lineage_type": "foundational", "what_it_brings": "Non-profit governs volunteer-generated content commons. **Shows non-profit dual-entity can scale to billions of users.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 29, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "wikimedia-foundation-2003", "title": "Wikimedia Foundation (Wikipedia)", "authors": "Jimmy Wales et al.", "year": "2003", "source_url": "https://foundation.wikimedia.org/", "category": "dual-entity-precedent", "what_it_brings": "Non-profit governs volunteer-generated content commons. **Shows non-profit dual-entity can scale to billions of users.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "wyoming-dao-llc-2021": { "id": "wyoming-dao-llc-2021", "title": "Wyoming DAO LLC Legal Framework", "authors": [ "Wyoming State Legislature" ], "year": "2021", "source_url": "https://www.legalnodes.com/article/wyoming-dao-llc", "source_url_raw": "https://www.legalnodes.com/article/wyoming-dao-llc", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "legal-framework", "lineage_type": "legal", "what_it_brings": "**First US jurisdiction recognizing DAOs as legal entities.** Pass-through tax, liability protection, no beneficial owner. Pluggable wrapper for Constitutional Company.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 26, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "wyoming-dao-llc-2021", "title": "Wyoming DAO LLC Legal Framework", "authors": "Wyoming State Legislature", "year": "2021", "source_url": "https://www.legalnodes.com/article/wyoming-dao-llc", "category": "legal-framework", "what_it_brings": "**First US jurisdiction recognizing DAOs as legal entities.** Pass-through tax, liability protection, no beneficial owner. Pluggable wrapper for Constitutional Company.", "lineage_type": "legal" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] }, "yuste-cognitive-liberty-2024": { "id": "yuste-cognitive-liberty-2024", "title": "The Need to Protect the Data in Our Brains", "authors": [ "Rafael Yuste" ], "year": "2024", "source_url": "https://magazine.columbia.edu/article/need-protect-data-our-brains", "source_url_raw": "https://magazine.columbia.edu/article/need-protect-data-our-brains", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "recent-evidence", "what_it_brings": "Columbia neurotech chief frames brain data protection as urgent policy priority. Documents Chile/Uruguay/Brazil/Mexico neurorights adoption.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 20, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "yuste-cognitive-liberty-2024", "title": "The Need to Protect the Data in Our Brains", "authors": "Rafael Yuste", "year": "2024", "source_url": "https://magazine.columbia.edu/article/need-protect-data-our-brains", "category": "ethics-philosophy", "what_it_brings": "Columbia neurotech chief frames brain data protection as urgent policy priority. Documents Chile/Uruguay/Brazil/Mexico neurorights adoption.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "yuste-neurorights-foundation-2025": { "id": "yuste-neurorights-foundation-2025", "title": "The Controversial Push for New Brain and Neurorights", "authors": [ "Rafael Yuste & Neurorights Foundation" ], "year": "2025-01", "source_url": "https://www.jmir.org/2025/1/e72270", "source_url_raw": "https://www.jmir.org/2025/1/e72270", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "ethics-philosophy", "lineage_type": "recent-evidence", "what_it_brings": "Neurorights Foundation finds 29 of 30 consumer neurotech companies claim rights to sell brain data. Names \"predatory\" agreements — empirical governance gap.", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-cognitive-sovereignty.md", "line": 19, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "yuste-neurorights-foundation-2025", "title": "The Controversial Push for New Brain and Neurorights", "authors": "Rafael Yuste & Neurorights Foundation", "year": "2025-01", "source_url": "https://www.jmir.org/2025/1/e72270", "category": "ethics-philosophy", "what_it_brings": "Neurorights Foundation finds 29 of 30 consumer neurotech companies claim rights to sell brain data. Names \"predatory\" agreements — empirical governance gap.", "lineage_type": "recent-evidence" } }, "type": "reference", "source_file": "cognitive-sovereignty", "informs": [], "extends": [], "contradicts": [] }, "zeiss-1889": { "id": "zeiss-1889", "title": "Carl Zeiss Foundation", "authors": [ "Ernst Abbe" ], "year": "1889", "source_url": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "source_url_raw": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "source_url_status": "valid-unverified", "source_url_note": "Syntax only; source identity and availability are not established.", "category": "real-world-case", "lineage_type": "foundational", "what_it_brings": "Founder locked company into foundation ownership. 135+ years; never sold, never had external shareholders. **Steward-ownership archetype.**", "review_status": "unverified-import", "interpretation_status": "unreviewed-import", "import_provenance": { "file": "research/refs-constitutional-company.md", "line": 11, "schema": "standard-eight-columns-v1", "raw_fields": { "id": "zeiss-1889", "title": "Carl Zeiss Foundation", "authors": "Ernst Abbe", "year": "1889", "source_url": "https://steward-ownership.com/en/blog/the-patagonia-structure-in-the-context-of-steward-ownership", "category": "real-world-case", "what_it_brings": "Founder locked company into foundation ownership. 135+ years; never sold, never had external shareholders. **Steward-ownership archetype.**", "lineage_type": "foundational" } }, "type": "reference", "source_file": "constitutional-company", "informs": [], "extends": [], "contradicts": [] } }