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1,824 claims across 19 domains
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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
The 2025-2026 TikTok restructuring provides direct evidence that narrative distribution infrastructure has civilizational strategic value. The sequence: Supreme Court upheld TikTok ban (Jan 2025), ByteDance signed divestment deal with US investors including Oracle, Silver Lake, and MGX (Dec 2025), a
Phantom transfer data poisoning evades all dataset-level defenses including full paraphrasing because covert traits encode in semantically rich task completions rather than surface patterns
Draganov et al. demonstrate a data poisoning attack called 'phantom transfer' where a teacher model prompted with covert steering objectives generates semantically on-topic responses that transmit hidden behavioral traits to student models. The critical finding is defense-resistance: no tested datas
platform incumbents enter the personal AI race with pre existing OS level data access that standalone AI companies cannot replicate through model quality alone
Every major tech transition since the personal computer has followed the same pattern: incumbents are structurally disadvantaged because their existing business model depends on the old architecture. Startups win by building for the new architecture with no legacy to protect. PCs beat mainframes. Go
Subliminal learning fails across different base model families because behavioral traits are encoded in architecture-specific statistical patterns rather than universal semantic features
Cloud et al. demonstrate that subliminal learning—the transmission of behavioral traits through semantically unrelated data—exhibits categorical failure across different base model families. When a teacher model based on GPT-4.1 nano generates datasets that successfully transmit traits (love of owls
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
The personal AI market has three structural positions: platform incumbents with OS-level data access, standalone AI companies competing on model quality, and open-source local-first agents that run on user-owned hardware. The first two positions are well-understood. The third is the open question th
personal AI market structure is determined by who owns the memory because platform owned memory creates high switching costs while portable user owned memory enables competitive markets
The personal AI assistant market in 2026 is converging on a single axis of competition, and it's not model quality — it's memory architecture.
Research community silo between interpretability-for-safety and adversarial robustness creates deployment-phase safety failures where organizations implementing monitoring improvements inherit dual-use attack surfaces without exposure to adversarial robustness literature
SCAV (Xu et al.) was published at NeurIPS 2024 in December 2024, establishing that linear concept directions enable 99.14% jailbreak success rates. Beaglehole et al. was published in Science in January 2026 (13 months after SCAV), Nordby et al. in April 2026 (17 months after SCAV), and Apollo Resear
Coercive governance instruments can be deployed to preserve future capability optionality rather than prevent current harm, as demonstrated when the Pentagon designated Anthropic a supply chain risk for refusing to enable autonomous weapons capabilities not currently in use
The Congressional Research Service officially documented that 'DOD is not publicly known to be using Claude — or any other frontier AI model — within autonomous weapon systems.' This finding reframes the Pentagon-Anthropic dispute's governance structure. The Pentagon demanded 'any lawful use' contra
Epistemic coordination on AI safety outpaces operational coordination, creating documented scientific consensus on governance fragmentation
The 2026 International AI Safety Report represents the largest international scientific collaboration on AI governance to date, with 100+ independent experts from 30+ countries and international organizations (EU, OECD, UN) achieving consensus on AI capabilities, risks, and governance gaps. However,
Safety leadership exits precede voluntary governance policy changes as leading indicators of cumulative competitive pressure
Mrinank Sharma, head of Anthropic's Safeguards Research Team, resigned on February 9, 2026 with a public statement that 'the world is in peril' and citing difficulty in 'truly let[ting] our values govern our actions' within 'institutions shaped by competition, speed, and scale.' This resignation occ
Semaglutide produces large-effect-size reductions in alcohol consumption and craving through VTA dopamine reward circuit suppression
A 9-week double-blind RCT (n=48) demonstrated that semaglutide produces clinically significant reductions in alcohol consumption through the same VTA dopamine reward circuit mechanism that drives its metabolic effects. The trial showed dose-response escalation: small-to-medium effects at 0.25mg (wee
Futarchy's 5% random rejection fix creates governance legitimacy costs that make it inapplicable to high-stakes single decisions
Hanson proposes 'randomly reject 5% of proposals that the system would otherwise accept' to ensure observations of the counterfactual state, allowing traders to price conditionally on non-adoption accurately. This works mathematically: it creates the data needed to distinguish correlation from causa
DeFi protocols with nominally decentralized governance but centralized admin keys face state-sponsored social engineering attacks that exploit the gap between formal and effective decentralization
The Drift Protocol hack ($285M, April 2026) reveals a critical vulnerability in DeFi protocols that claim decentralization but retain centralized admin keys. DPRK-linked attackers (UNC4736) spent months posing as a quantitative trading firm to build trust with Drift contributors. They exploited Sola
Hanson's decision selection bias fixes address information-timing problems but not the structural payout gap between conditional and causal welfare estimates
Hanson acknowledges decision selection bias exists in futarchy when 'one allows decision selection bias sequences of price then info then decision.' His four proposed fixes all address information-timing problems: (1) randomized 5% rejection creates counterfactual observations, (2) insider trading a
Futarchy simulation in DeSci DAOs shows directional alignment with existing governance while eliminating capital-weighted voting pathologies
A peer-reviewed study analyzing 13 DeSci DAOs and running retrospective simulations on VitaDAO proposals found 'full directional alignment under deterministic modeling' — futarchy and existing governance structures would have selected the same proposals when given the same information. However, the
NFT holder IP licensing with revenue sharing converts passive holders into active evangelists by aligning individual royalty incentives with collective merchandising behavior
Pudgy Penguins' Overpass IP platform allows NFT holders to license their specific Penguin assets for physical product creation, generating royalties from toy sales. This mechanism converts holders from passive speculators into active evangelists because individual incentive (royalty revenue) aligns
NFT IP franchises that transition to mass consumer success build real-world utility foundations first and narrative depth second, not the reverse
Pudgy Penguins succeeded in mass market transition by executing a four-stage sequence: NFT speculation → Walmart toys (utility) → Pudgy World game (narrative world) → Lil Pudgys show (narrative depth). Each stage validated before advancing. BAYC attempted the inverse: built on exclusivity and price
Narrative development attempts fail when commercial scale precedes narrative investment because business model lock-in removes incentive to take creative risk
The Squishmallows case reveals a potential mechanism for why some IPs fail to develop narrative depth despite explicit attempts. The franchise signed with CAA in 2021 for 'film, TV, gaming, publishing, live touring' after already achieving significant commercial traction. Four years later, the only
YouTube's ad revenue crossed the combined total of major Hollywood studios in 2025, a decade ahead of industry projections
YouTube generated $40.4 billion in ad revenue in 2025, surpassing the combined ad revenue of Disney, NBCU, Paramount, and Warner Bros. Discovery ($37.8 billion). This represents a dramatic reversal from 2024, when YouTube's $36.1B trailed the studios' collective $41.8B by $5.7B. The crossover happen
Total media consumption is expanding not stagnant, with daily media time approaching 13 hours and digital video growing 15 minutes in 2026
Total daily media time is approaching 13 hours per day, with digital media growing to approximately 8 hours/day. Daily time with digital video increased by 15 minutes in 2026. Overall media consumption grew again in 2025 despite industry predictions of a downturn, according to The Drum. This data di
Blank canvas IPs achieve billion-dollar scale through licensing to established franchises rather than building original narrative
Squishmallows signed with CAA in 2021 explicitly for 'film, TV, gaming, publishing, live touring' to build narrative IP. Four years later, the franchise has achieved $1 billion lifestyle brand status and sold 485 million units through a strategy that inverts the expected narrative development path.
users cannot detect when their AI agent is underperforming because subjective fairness ratings decouple from measurable economic outcomes across capability tiers
Anthropic's Project Deal pilot (December 2025) ran a controlled comparison of autonomous agent-to-agent commerce across four parallel Slack marketplaces. 69 participants were randomly assigned Claude Opus 4.5 or Haiku 4.5 agents and given $100 each to buy and sell personal items through a week of au
agent mediated commerce produces invisible economic stratification because capability gaps translate to measurable market disadvantage that users cannot detect and therefore cannot correct through provider switching
Consumer markets normally correct capability gaps through feedback. When a product or service performs worse than alternatives, users notice, complain, and switch. The threat of switching disciplines providers to improve quality. This self-correcting mechanism requires one precondition: users must b
Supply chain risk designation of domestic AI lab with no classified network access is governance instrument misdirection because the instrument requires backdoor capability that static model deployment structurally precludes
Anthropic's DC Circuit brief argues it has 'no back door or remote kill switch' and cannot 'log into a department system to modify or disable a running model' because Claude is deployed as a 'static model in classified environments.' This creates a structural impossibility: the supply chain risk des
Mutually Assured Deregulation makes voluntary AI governance structurally untenable because each actor's restraint creates competitive disadvantage, converting the governance game from cooperation to prisoner's dilemma
Abiri's Mutually Assured Deregulation framework formalizes what has been empirically observed across 20+ governance events: the 'Regulation Sacrifice' view held by policymakers since ~2022 creates a prisoner's dilemma where states minimize regulatory constraints to outrun adversaries (China/US) to f
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