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3
core/living-capital/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md
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@ -9,6 +9,9 @@ challenges:
- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation - permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation
reweave_edges: reweave_edges:
- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19 - permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19
- confidential computing reshapes defi mechanism design|related|2026-04-28
related:
- confidential computing reshapes defi mechanism design
--- ---
# futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires # futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires

2
domains/ai-alignment/AI displacement hits young workers first because a 14 percent drop in job-finding rates for 22-25 year olds in exposed occupations is the leading indicator that incumbents organizational inertia temporarily masks.md
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@ -8,8 +8,10 @@ source: "Massenkoff & McCrory 2026, Current Population Survey analysis post-Chat
created: 2026-03-08 created: 2026-03-08
related: related:
- Does AI substitute for human labor or complement it — and at what phase does the pattern shift? - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes
reweave_edges: reweave_edges:
- Does AI substitute for human labor or complement it — and at what phase does the pattern shift?|related|2026-04-17 - Does AI substitute for human labor or complement it — and at what phase does the pattern shift?|related|2026-04-17
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md - inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md
--- ---

2
domains/ai-alignment/AI investment concentration where 58 percent of funding flows to megarounds and two companies capture 14 percent of all global venture capital creates a structural oligopoly that alignment governance must account for.md
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@ -9,10 +9,12 @@ created: 2026-03-16
related: related:
- whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance
- Geopolitical competition over algorithmic narrative control confirms narrative distribution infrastructure has civilizational strategic value because states compete for algorithm ownership when narrative remains the active ingredient - Geopolitical competition over algorithmic narrative control confirms narrative distribution infrastructure has civilizational strategic value because states compete for algorithm ownership when narrative remains the active ingredient
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services
reweave_edges: reweave_edges:
- whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance|related|2026-04-07 - whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance|related|2026-04-07
- Geopolitical competition over algorithmic narrative control confirms narrative distribution infrastructure has civilizational strategic value because states compete for algorithm ownership when narrative remains the active ingredient|related|2026-04-26 - Geopolitical competition over algorithmic narrative control confirms narrative distribution infrastructure has civilizational strategic value because states compete for algorithm ownership when narrative remains the active ingredient|related|2026-04-26
- AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era|supports|2026-04-27 - AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era|supports|2026-04-27
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md - inbox/archive/ai-alignment/2026-03-16-theseus-ai-industry-landscape-briefing.md
supports: supports:

2
domains/ai-alignment/AI-exposed workers are disproportionately female high-earning and highly educated which inverts historical automation patterns and creates different political and economic displacement dynamics.md
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@ -9,8 +9,10 @@ created: 2026-03-08
related: related:
- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one
- divergence-ai-labor-displacement-substitution-vs-complementarity - divergence-ai-labor-displacement-substitution-vs-complementarity
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes
reweave_edges: reweave_edges:
- profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19 - profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one|related|2026-04-19
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md - inbox/archive/ai-alignment/2026-03-05-anthropic-labor-market-impacts.md
--- ---

3
domains/ai-alignment/whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance.md
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@ -15,6 +15,9 @@ supports:
- open source local first personal AI agents create a viable alternative to platform controlled AI but only if they solve user owned persistent memory infrastructure - open source local first personal AI agents create a viable alternative to platform controlled AI but only if they solve user owned persistent memory infrastructure
reweave_edges: reweave_edges:
- open source local first personal AI agents create a viable alternative to platform controlled AI but only if they solve user owned persistent memory infrastructure|supports|2026-04-26 - open source local first personal AI agents create a viable alternative to platform controlled AI but only if they solve user owned persistent memory infrastructure|supports|2026-04-26
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services|related|2026-04-28
related:
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services
--- ---
# Whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance # Whether AI knowledge codification concentrates or distributes depends on infrastructure openness because the same extraction mechanism produces digital feudalism under proprietary control and collective intelligence under commons governance

2
domains/entertainment/Hollywood talent will embrace AI because narrowing creative paths within the studio system leave few alternatives.md
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@ -10,11 +10,13 @@ related:
- AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation
- AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029
- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero - ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero
- Paramount Skydance (PSKY)
reweave_edges: reweave_edges:
- non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04 - non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain|related|2026-04-04
- AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17 - AI narrative filmmaking breakthrough will be a filmmaker using AI tools not pure AI automation|related|2026-04-17
- AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|related|2026-04-17 - AI production cost decline of 60% annually makes feature-film quality accessible at consumer price points by 2029|related|2026-04-17
- ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|related|2026-04-17 - ip-rights-management-becomes-dominant-cost-in-content-production-as-technical-costs-approach-zero|related|2026-04-17
- Paramount Skydance (PSKY)|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/general/shapiro-hollywood-talent-embrace-ai.md - inbox/archive/general/shapiro-hollywood-talent-embrace-ai.md
--- ---

12
domains/entertainment/blank-canvas-ip-achieves-billion-dollar-scale-through-licensing-to-established-franchises-not-original-narrative.md
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@ -10,8 +10,16 @@ agent: clay
sourced_from: entertainment/2026-04-24-variety-squishmallows-blank-canvas-licensing-strategy.md sourced_from: entertainment/2026-04-24-variety-squishmallows-blank-canvas-licensing-strategy.md
scope: causal scope: causal
sourcer: Variety/Jazwares sourcer: Variety/Jazwares
challenges: ["community-owned-ip-invests-in-narrative-infrastructure-as-scaling-mechanism-after-proving-token-mechanics"] challenges:
related: ["blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection", "minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth", "distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection"] - community-owned-ip-invests-in-narrative-infrastructure-as-scaling-mechanism-after-proving-token-mechanics
related:
- blank-narrative-vessel-achieves-commercial-scale-through-fan-emotional-projection
- minimum-viable-narrative-achieves-50m-revenue-scale-through-character-design-and-distribution-without-story-depth
- distributed-narrative-architecture-enables-ip-scale-without-concentrated-story-through-blank-canvas-fan-projection
supports:
- Narrative development attempts fail when commercial scale precedes narrative investment because business model lock-in removes incentive to take creative risk
reweave_edges:
- Narrative development attempts fail when commercial scale precedes narrative investment because business model lock-in removes incentive to take creative risk|supports|2026-04-28
--- ---
# Blank canvas IPs achieve billion-dollar scale through licensing to established franchises rather than building original narrative # Blank canvas IPs achieve billion-dollar scale through licensing to established franchises rather than building original narrative

10
domains/entertainment/legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures.md
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@ -7,12 +7,16 @@ confidence: likely
source: "Clay — multi-source synthesis of Paramount/Skydance acquisition and WBD merger (2024-2026)" source: "Clay — multi-source synthesis of Paramount/Skydance acquisition and WBD merger (2024-2026)"
created: 2026-04-01 created: 2026-04-01
depends_on: depends_on:
- "media disruption follows two sequential phases as distribution moats fall first and creation moats fall second" - media disruption follows two sequential phases as distribution moats fall first and creation moats fall second
- "streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user" - streaming churn may be permanently uneconomic because maintenance marketing consumes up to half of average revenue per user
challenged_by: challenged_by:
- "challenge-three-body-oligopoly-understates-original-ip-viability-in-prestige-adaptation-category" - challenge-three-body-oligopoly-understates-original-ip-viability-in-prestige-adaptation-category
sourced_from: sourced_from:
- inbox/archive/2026-04-01-clay-paramount-skydance-wbd-merger-research.md - inbox/archive/2026-04-01-clay-paramount-skydance-wbd-merger-research.md
supports:
- Paramount Skydance (PSKY)
reweave_edges:
- Paramount Skydance (PSKY)|supports|2026-04-28
--- ---
# Legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures # Legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures

8
domains/entertainment/studio-consolidation-shrinks-the-cultural-collective-brain-while-creator-economy-expansion-grows-it-predicting-accelerating-innovation-asymmetry.md
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@ -7,8 +7,12 @@ confidence: experimental
source: "Clay — synthesis of Henrich's collective brain theory (2015) with creator/corporate zero-sum dynamics and consolidation data" source: "Clay — synthesis of Henrich's collective brain theory (2015) with creator/corporate zero-sum dynamics and consolidation data"
created: 2026-04-03 created: 2026-04-03
depends_on: depends_on:
- "creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them" - creator and corporate media economies are zero-sum because total media time is stagnant and every marginal hour shifts between them
- "legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures" - legacy media is consolidating into three surviving entities because the Warner-Paramount merger eliminates the fourth independent major and forecloses alternative industry structures
related:
- Individual creator model bifurcates into winner-take-most economics at the top and below-living-wage at the median, while community IP brand models avoid individual burnout by distributing creative work across communities
reweave_edges:
- Individual creator model bifurcates into winner-take-most economics at the top and below-living-wage at the median, while community IP brand models avoid individual burnout by distributing creative work across communities|related|2026-04-28
--- ---
# Studio consolidation shrinks the cultural collective brain while creator economy expansion grows it, predicting accelerating innovation asymmetry # Studio consolidation shrinks the cultural collective brain while creator economy expansion grows it, predicting accelerating innovation asymmetry

3
domains/health/glp1-year-one-persistence-doubled-2021-2024-supply-normalization.md
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@ -14,6 +14,9 @@ supports:
- GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements
reweave_edges: reweave_edges:
- GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements|supports|2026-04-09 - GLP-1 long-term persistence remains structurally limited at 14 percent by year two despite year-one improvements|supports|2026-04-09
- Endocrinologists and obesity specialists achieve higher GLP-1 12-week completion rates than primary care providers supporting specialized obesity medicine infrastructure investment|related|2026-04-28
related:
- Endocrinologists and obesity specialists achieve higher GLP-1 12-week completion rates than primary care providers supporting specialized obesity medicine infrastructure investment
--- ---
# GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management # GLP-1 year-one persistence for obesity nearly doubled from 2021 to 2024 driven by supply normalization and improved patient management

2
domains/internet-finance/bipartisan-prediction-market-legislation-threatens-cftc-preemption-through-congressional-redefinition.md
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@ -21,10 +21,12 @@ related:
- prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility - prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility
- bipartisan-prediction-market-legislation-threatens-cftc-preemption-through-congressional-redefinition - bipartisan-prediction-market-legislation-threatens-cftc-preemption-through-congressional-redefinition
- dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type - dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type
- Tribal gaming IGRA exclusivity creates federal prediction market enforcement pathway independent of Dodd-Frank preemption
supports: supports:
- Bipartisan state AG coalition of 38 jurisdictions signals near-consensus government opposition to CFTC prediction market preemption through federalism arguments that transcend partisan alignment - Bipartisan state AG coalition of 38 jurisdictions signals near-consensus government opposition to CFTC prediction market preemption through federalism arguments that transcend partisan alignment
reweave_edges: reweave_edges:
- Bipartisan state AG coalition of 38 jurisdictions signals near-consensus government opposition to CFTC prediction market preemption through federalism arguments that transcend partisan alignment|supports|2026-04-27 - Bipartisan state AG coalition of 38 jurisdictions signals near-consensus government opposition to CFTC prediction market preemption through federalism arguments that transcend partisan alignment|supports|2026-04-27
- Tribal gaming IGRA exclusivity creates federal prediction market enforcement pathway independent of Dodd-Frank preemption|related|2026-04-28
--- ---
# Bipartisan Senate legislation to reclassify prediction market sports contracts as gambling threatens CFTC preemption through Congressional redefinition rather than judicial interpretation # Bipartisan Senate legislation to reclassify prediction market sports contracts as gambling threatens CFTC preemption through Congressional redefinition rather than judicial interpretation

18
domains/internet-finance/dodd-frank-textual-argument-strongest-state-resistance-theory.md
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@ -10,8 +10,22 @@ agent: rio
sourced_from: internet-finance/2026-04-24-38ag-massachusetts-sjc-bipartisan-amicus-cftc-preemption.md sourced_from: internet-finance/2026-04-24-38ag-massachusetts-sjc-bipartisan-amicus-cftc-preemption.md
scope: structural scope: structural
sourcer: Multi-State Attorney General Coalition sourcer: Multi-State Attorney General Coalition
challenges: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws"] challenges:
related: ["cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets", "rule-40-11-paradox-creates-theory-level-circuit-split-on-cftc-preemption", "third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws", "bipartisan-state-ag-coalition-signals-near-consensus-opposition-to-cftc-prediction-market-preemption", "dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type", "cftc-state-supreme-court-amicus-signals-multi-jurisdictional-defense-strategy", "cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction", "prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility"] - cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
- third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws
related:
- cftc-licensed-dcm-preemption-protects-centralized-prediction-markets-but-not-decentralized-governance-markets
- rule-40-11-paradox-creates-theory-level-circuit-split-on-cftc-preemption
- third-circuit-ruling-creates-first-federal-appellate-precedent-for-cftc-preemption-of-state-gambling-laws
- bipartisan-state-ag-coalition-signals-near-consensus-opposition-to-cftc-prediction-market-preemption
- dcm-field-preemption-protects-all-contracts-on-registered-platforms-regardless-of-type
- cftc-state-supreme-court-amicus-signals-multi-jurisdictional-defense-strategy
- cftc-gaming-classification-silence-signals-rule-40-11-structural-contradiction
- prediction-markets-face-political-sustainability-risk-from-gambling-perception-despite-legal-defensibility
supports:
- 38-state bipartisan AG coalition opposing CFTC prediction market preemption signals that the state-federal conflict is a states' rights issue, not a partisan issue — making SCOTUS resolution less predictable even for a court that historically favors federal preemption
reweave_edges:
- 38-state bipartisan AG coalition opposing CFTC prediction market preemption signals that the state-federal conflict is a states' rights issue, not a partisan issue — making SCOTUS resolution less predictable even for a court that historically favors federal preemption|supports|2026-04-28
--- ---
# The Dodd-Frank textual argument (exclusive jurisdiction clause predates gambling-adjacent prediction markets) is the strongest legal theory for state resistance because it attacks the textual basis, not the policy wisdom, of CFTC preemption # The Dodd-Frank textual argument (exclusive jurisdiction clause predates gambling-adjacent prediction markets) is the strongest legal theory for state resistance because it attacks the textual basis, not the policy wisdom, of CFTC preemption

2
domains/internet-finance/futarchy-governed DAOs converge on traditional corporate governance scaffolding for treasury operations because market mechanisms alone cannot provide operational security and legal compliance.md
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@ -15,11 +15,13 @@ related:
- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding - solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding
- "Solomon: Futardio ICO Launch" - "Solomon: Futardio ICO Launch"
- "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve" - "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve"
- confidential computing reshapes defi mechanism design
reweave_edges: reweave_edges:
- solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19 - solana-defi-will-overtake-hyperliquid-within-two-years-through-composability-advantage-compounding|related|2026-04-19
- "Solomon: Futardio ICO Launch|related|2026-04-19" - "Solomon: Futardio ICO Launch|related|2026-04-19"
- "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve|related|2026-04-19" - "Solomon: DP-00002 — SOLO Acquisition and Restricted Incentives Reserve|related|2026-04-19"
- "Solomon: DP-00001 — Treasury Subcommittee and Legal Budget|supports|2026-04-19" - "Solomon: DP-00001 — Treasury Subcommittee and Legal Budget|supports|2026-04-19"
- confidential computing reshapes defi mechanism design|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/internet-finance/2026-03-05-metadaoproject-treasury-subcommittee.md - inbox/archive/internet-finance/2026-03-05-metadaoproject-treasury-subcommittee.md
- inbox/archive/internet-finance/2026-03-05-solomon-dp-00001-treasury-subcommittee-full.md - inbox/archive/internet-finance/2026-03-05-solomon-dp-00001-treasury-subcommittee-full.md

2
domains/internet-finance/futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires.md
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@ -9,9 +9,11 @@ challenges:
- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation - permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation
related: related:
- the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract - the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract
- confidential computing reshapes defi mechanism design
reweave_edges: reweave_edges:
- permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19 - permissioned-futarchy-icos-are-securities-at-launch-regardless-of-governance-mechanism-because-team-effort-dominates-early-value-creation|challenges|2026-04-19
- the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract|related|2026-04-19 - the SECs treatment of staking rewards as service payments establishes that mechanical participation in network consensus is not an investment contract|related|2026-04-19
- confidential computing reshapes defi mechanism design|related|2026-04-28
--- ---
# futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires # futarchy-governed entities are structurally not securities because prediction market participation replaces the concentrated promoter effort that the Howey test requires

2
domains/internet-finance/profit-wage divergence has been structural since the 1970s which means AI accelerates an existing distribution failure rather than creating a new one.md
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@ -7,8 +7,10 @@ source: "Citadel Securities (Frank Flight) via Fortune, Feb 2026; Engels' Pause
created: 2026-03-08 created: 2026-03-08
related: related:
- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes
reweave_edges: reweave_edges:
- technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19 - technological diffusion follows S-curves not exponentials because physical constraints on compute expansion create diminishing marginal returns that plateau adoption before full labor substitution|related|2026-04-19
- AI displacement of cognitive workers creates a second wave of deaths of despair that extends the manufacturing displacement mechanism to professional classes|related|2026-04-28
sourced_from: sourced_from:
- inbox/archive/internet-finance/2026-02-26-citadel-securities-contra-citrini-rebuttal.md - inbox/archive/internet-finance/2026-02-26-citadel-securities-contra-citrini-rebuttal.md
--- ---

3
foundations/collective-intelligence/AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era.md
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@ -13,6 +13,9 @@ related:
- the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it - the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it
- collective intelligence is a measurable property of group interaction structure not aggregated individual ability - collective intelligence is a measurable property of group interaction structure not aggregated individual ability
- adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty - adversarial contribution produces higher-quality collective knowledge than collaborative contribution when wrong challenges have real cost evaluation is structurally separated from contribution and confirmation is rewarded alongside novelty
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services
reweave_edges:
- capability commoditization at the model layer does not break asymmetric concentration because economic leverage lives in infrastructure not in consumer services|related|2026-04-28
--- ---
# AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era # AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era