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GLP-1 receptor agonist weight loss and side effects are partially genetically determined with GLP1R and GIPR variants predicting 6-20% weight loss range and up to 14.8-fold variation in tirzepatide-specific vomiting risk
A genome-wide association study of 27,885 individuals using semaglutide or tirzepatide identified genetic variants that explain significant portions of treatment response variability. A missense variant in GLP1R was associated with an additional -0.76 kg weight loss per copy of the effect allele, co
Private equity firms drove 65% of physician practice acquisitions from 2019-2023 while owning only 7% of practices, indicating structural transformation is accelerating faster than ownership share suggests
The GAO report documents that private equity firms were responsible for 65% of all physician practice acquisitions from 2019-2023, yet PE ownership represents only 6.5-7% of physicians nationally as of 2024 (up from ~5% in 2022). This creates a striking velocity-to-ownership ratio: PE is acquiring p
WHO issued conditional (not strong) recommendation for GLP-1 obesity treatment with <10% projected global access by 2030 confirming structural barriers limit population-level impact of clinically proven interventions
The WHO guideline represents a critical policy signal: despite moderate-certainty evidence of efficacy from trials of liraglutide, semaglutide, and tirzepatide, the organization issued a conditional rather than strong recommendation. The conditionality is explicitly attributed to non-clinical factor
9th Circuit Kalshi ruling functions as coordinating precedent for multiple parallel cases amplifying its regulatory impact beyond the Nevada-specific dispute
The 9th Circuit Kalshi v. Nevada case was consolidated with Crypto.com and Robinhood Derivatives cases, meaning the ruling will apply to multiple platforms simultaneously. Multiple courts across the Western US are staying cases pending this ruling, treating it as a coordinating precedent. The 9th Ci
CFTC state supreme court amicus briefs signal multi-jurisdictional defense strategy beyond federal preemption litigation
The CFTC filed an amicus brief in the Massachusetts Supreme Judicial Court (SJC) on April 24, 2026, arguing federal preemption over prediction markets. This is unprecedented because the Massachusetts SJC is a state court, not a federal court. CFTC typically litigates preemption in federal courts whe
CFTC preemption defense explicitly excludes unregistered prediction market platforms from federal protection
The CFTC's Massachusetts SJC amicus brief exclusively addresses 'CFTC-regulated markets' and 'CFTC-regulated prediction markets.' Chairman Selig's statement emphasizes 'the sole authority to regulate commodity derivatives markets, including prediction markets' but the brief's scope is limited to pla
Bipartisan state AG coalition of 38 jurisdictions signals near-consensus government opposition to CFTC prediction market preemption through federalism arguments that transcend partisan alignment
On April 24, 2026, attorneys general from 38 states and DC filed a bipartisan amicus brief in Commonwealth of Massachusetts v. KalshiEx LLC at the Massachusetts Supreme Judicial Court. The coalition spans the full political spectrum, including deep red states (Alabama, Alaska, Arkansas, Idaho, Iowa,
YouTube captures 28.6% of all creator income, establishing it as the infrastructure layer of the creator economy through superior monetization architecture
YouTube captures 28.6% of all creator income across the creator economy, significantly ahead of TikTok's 18.3% (which dropped from the top position in 2024). This monetization leadership is distinct from audience size leadership—it reflects YouTube's superior monetization architecture. The platform
Creator-corporate revenue crossover depends on scope definition with three distinct thresholds: ad revenue (completed 2025), content-specific revenue (at parity 2026), total entertainment revenue (2036-2040)
The creator economy vs. corporate media revenue crossover has three distinct thresholds depending on scope: (1) Ad revenue crossover completed in 2025—YouTube's $40.4B ad revenue exceeded Disney + NBCU + Paramount + WBD combined ad revenue of ~$37.8B. (2) Content-specific revenue at approximate pari
Creator economy size estimates vary by 2-4x depending on scope methodology, making year-over-year comparisons misleading without explicit scope specification
Creator economy market size estimates range from $180B to $500B+ for 2026 depending on methodology scope. The variance stems from definitional boundaries: narrow methodologies count only direct creator monetization (ad revenue, subscriptions, direct payments from platforms), producing $180-250B esti
Responsible AI dimensions exhibit systematic multi-objective tension where improving safety degrades accuracy and improving privacy reduces fairness with no accepted navigation framework
Stanford HAI's 2026 AI Index documents that 'training techniques aimed at improving one responsible AI dimension consistently degraded others' across frontier model development. Specifically, improving safety degrades accuracy, and improving privacy reduces fairness. This is not a resource allocatio
Constitutional Classifiers provide robust output safety monitoring at production scale through categorical harm detection that resists adversarial jailbreaks
Constitutional Classifiers++ demonstrated exceptional robustness against universal jailbreaks across 1,700+ cumulative hours of red-teaming with 198,000 attempts, achieving a vulnerability detection rate of only 0.005 per thousand queries. This represents the lowest vulnerability rate of any evaluat
AI capability funding exceeds collective intelligence funding by roughly four orders of magnitude creating the largest asymmetric opportunity of the AI era
The 2025 funding data is publicly verifiable and the gap is structural, not incidental. AI capability companies attracted approximately $270.2 billion in global venture capital in 2025, accounting for 52.7% of all VC deployed that year and overtaking every other sector combined for the first time in
AI-induced upskilling inhibition prevents skill acquisition in trainees through routine case reduction creating a distinct never-skilling pathway
This mixed-method review introduces 'upskilling inhibition' as a distinct concept from deskilling. While deskilling affects experienced practitioners who lose skills through disuse, upskilling inhibition affects trainees who never acquire skills in the first place. The mechanism: AI systems handle r
Moral deskilling from AI erodes ethical judgment through repeated cognitive offloading creating a safety risk distinct from diagnostic accuracy
The paper introduces 'moral deskilling' as a distinct category of AI-induced harm separate from diagnostic deskilling. While diagnostic deskilling affects clinical accuracy (forming differential diagnoses, physical examination skills), moral deskilling affects ethical judgment capacity. The mechanis
Clinical AI deskilling is a generational risk affecting future trainees rather than current practitioners because experienced clinicians retain pre-AI skill foundations while new trainees face never-skilling in AI-saturated environments
The ARISE 2026 report synthesizing 2025 clinical AI research documents a critical temporal distinction in deskilling risk. Current practicing clinicians report NO measurable deskilling from AI applications, which the report attributes to their pre-AI clinical training providing a skill foundation th
Clinical AI creates moral deskilling through ethical judgment erosion from routine AI acceptance leaving clinicians unprepared to recognize value conflicts
This review introduces 'moral deskilling' as a distinct form of AI-induced competency loss separate from cognitive deskilling. The mechanism: repeated acceptance of AI recommendations creates habituation that reduces ethical sensitivity and moral judgment capacity. Clinicians become less prepared to
Clinical AI upskilling requires deliberate educational mechanisms and workflow design rather than occurring automatically from AI exposure
The ARISE 2026 report challenges the assumption that AI assistance automatically produces upskilling through time liberation. While the report confirms that 'current AI applications function primarily as assistants rather than autonomous agents, offering an opportunity for upskilling by liberating c
Economic downturns reduce pollution-related mortality primarily in elderly populations through air quality improvement while simultaneously increasing deaths of despair among working-age populations
A 1 percentage point increase in commuting zone unemployment rate during the 2007-2009 Great Recession was associated with a 0.5% decrease in age-adjusted mortality rate, implying a 2.3% reduction in average annual mortality for a recession-sized unemployment shock. However, this aggregate finding m
Rule 40.11 paradox creates theory-level circuit split on CFTC preemption because CFTC's own regulation potentially defeats its preemption claim
The 9th Circuit oral arguments revealed a potential legal paradox: CFTC Rule 40.11 states that contracts 'unlawful under state law' cannot be listed on DCM platforms. Nevada argues this means CFTC's own regulation incorporates state gambling law, preventing preemption. Judge Ryan Nelson appeared to
Hanson's 'minor flaw' reframing of the Rasmont critique constitutes a normalization strategy that may reduce practical impact independent of technical validity
Rasmont's original critique used the term 'parasitic' in the title 'Futarchy is Parasitic on What It Tries to Govern' — a strongly negative characterization suggesting fundamental dysfunction. Hanson's response is titled 'Futarchy's Minor Flaw' and consistently frames the issue as an 'avoidable' pro
FAA mishap investigation cycles (2-5 months per anomaly) are the structural bottleneck limiting Starship cost reduction timeline, not vehicle economics or regulatory approval
The FAA approved 25 Starship launches per year at Boca Chica in early 2026, up from the prior 5-launch cap. This regulatory ceiling is not the binding constraint. The operational bottleneck is post-anomaly investigation timelines: Flight 7's grounding lasted ~4 months, and subsequent V2-era mishaps
Starship V3's tripled payload capacity (>100 MT vs V2's 35 MT) lowers the $100/kg launch cost threshold entry point from 6+ reuse cycles to 2-3 reuse cycles
Starship V3's >100 MT reusable payload to LEO represents a 3x increase over V2's ~35 MT capacity. When this payload multiplier is applied to the KB's existing V2 cost projections, the economics fundamentally shift: V3 single-use drops to ~$900/kg (vs V2's higher baseline), and critically, V3 crosses
Creator platform ad revenue crossed studio ad revenue in 2025, a decade ahead of 2035 projections, because YouTube alone exceeded all major studios combined
YouTube's 2025 ad revenue reached $40.4B, exceeding the combined ad revenue of Disney, NBCU, Paramount, and WBD ($37.8B). This represents a complete crossover in the advertising revenue category specifically, not total revenue. The IAB reported creator economy intentional ad spend at $37B in 2025, g
Creator-corporate revenue crossover timing depends critically on scope definition: ad revenue crossed in 2025, content-specific revenue may have crossed, total E&M crossover is a 2030s+ phenomenon
The creator economy revenue comparison produces radically different conclusions depending on scope definition. Three distinct thresholds exist: (1) Ad revenue only: Creator platforms ($40.4B YouTube alone) exceeded studio ad revenue ($37.8B combined majors) in 2025—already achieved. (2) Content-spec
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