Public data.
Real findings.

Everything hiding in plain sight. 124 interactive analyses of public federal databases — EPA, FDA, FEC, Census, DOL, NVD, SEC, ClinicalTrials.gov, and 210 more.

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All data from public sources · EPA · FDA · FEC · Census · DOL · NVD · SEC · BLS · FRED · ICIJ · ClinicalTrials.gov
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🔍 Investigations

2 analyses

🤖 AI & Technology

28 analyses
AI

OpenAI: $750B Valuation, $115B Projected Losses

5 structural walls. Anthropic profitable 2 years early. API prices falling 40%+/year.

AI

$5T Valuations. $100B Revenue. 50× Multiple.

Dot-com peak was 25×. Current S&P P/E is 22×. AI is 2× dot-com peak.

AI

Virginia: 1 in 5 Kilowatt-Hours Goes to Data Centers

176 TWh in 2024. DOE projects double or triple by 2028. Capacity wall 2027–2028.

AI

Training GPT-3 Used 700,000 Liters of Water

Data centers consumed 1.7 trillion liters in 2022. Show by operation type.

AI

The NSA Director Joined OpenAI 4 Months After Retiring

15+ former intelligence officials at AI companies. Rules written by the regulated.

AI

Pentagon's Real AI Budget: $5–10B. They Say $1.8B.

$800M to 4 frontier labs in 2025. Anduril: $20B Army contract.

AI

Sand Hill Road to the Pentagon: The AI Defense Map

Palantir, Anduril, Scale AI. 4 frontier labs now have DOD contracts.

AI

EU AI Act Protects Incumbents by Design

10^25 FLOP threshold calibrated to current frontier. Open-source loses exemption exactly where it competes.

AI

AI Compliance Costs: $1-5M Per Framework

EU AI Act, US EO 14110, UK, China. Fatal for open-source collectives, trivial for OpenAI.

AI

Llama 4 Is Within 15-20% of GPT-4 at Near-Zero Cost

The capability-cost curve is collapsing. Most underpriced risk in AI valuations.

AI

TSMC Makes 90% of Advanced Chips. ASML Makes 100% of EUV Machines.

Single-point-of-failure map for the global compute stack.

AI

Microsoft 49% OpenAI. Google $300M Anthropic. Amazon $4B Anthropic.

The contagion network. One correction cascades through the entire ecosystem.

AI

China: 23,695 AI Papers. US: 6,378. But Who's Winning?

Quantity vs. quality divergence. US leads citations and frontier capability.

AI

Stargate $500B. EU €200B. China $15B State Fund.

The geopolitical AI investment race. Every major nation has a program.

AI

ArXiv AI Submissions: 10,000/Year (2015) → 70,000+/Year (2024)

7× growth in 9 years. Publication velocity as bubble indicator.

AI

GPT-3.5 Tokens: $0.002 (2022) → $0.00015 (2024). 93% Drop.

The deflationary curve and its implications for AI company revenue.

AI

77% Say AI Is Priority. 8% Have Deployed at Scale.

The 69-point intention-to-action gap by industry.

AI

GPT-4 Hallucinates on ~3% of Factual Queries

Smaller models: 8–15%. Enterprise cost of AI errors: billions/year.

AI

AI Coding: 26% Faster on Simple Tasks. Zero Effect on Complex Systems.

The task-complexity paradox in AI productivity research.

AI

44% of OECD Workers Are in High-AI-Risk Jobs

300M jobs at risk globally. Risk by occupation and education level.

AI

Legal Research Job Postings: -31% Since GPT-4 Launch

Sector-by-sector job posting decline vs. AI capability growth.

AI

AI Company Debt Maturities: $45B Wall in 2027

$12B (2025) → $28B (2026) → $45B (2027). Revenue must grow to meet it.

AI

$1.8T in Venture Dry Powder. Check Writing Down 23%.

AI consumed 40% of 2024 VC. The overhang that follows peak cycles.

AI

Training Data Value at Stake: $10–100B

NYT vs OpenAI, Authors Guild, Getty vs Stability. The liability wall forming.

AI

No Insurance Market for AI Liability. Lloyd's Excluded It in 2023.

The coverage gap and estimated enterprise exposure.

AI

AI Agents Could Automate $50B/Year in Enterprise Software Services

Salesforce, ServiceNow, SAP. The disruption risk from their own customers.

AI

Documented AI Infrastructure Attacks: Fiber Cuts, Substation Vandalism

2023–2025 incident map and trend. Physical backlash against AI buildout.

AI

Trust in AI Companies: 71% (2021) → 39% (2025 est.)

32-point drop in 4 years. By country and sector.

AI

EU: Passed. US: EO. China: Passed. UK: Nothing.

The regulatory map. Compliance gaps and jurisdictional arbitrage.

🏥 Public Health

12 analyses
Health

1,059 Counties Score Worse Than Flint, Michigan

314,259 health-based violations since 1980. 10,971 currently open. 4.3M in high-crisis counties.

Health

Antibiotic Pipeline Exhaustion: ~2040. 39M Projected Deaths.

18 pharma companies with R&D (1990) → 4 today. $1B spent → $800K revenue → bankrupt.

Health

Zepbound: 112 Reports (2023) → 31,938 in 2.5 Months of 2025

Ozempic, Mounjaro, Keytruda. Insider selling correlation: r = -0.11.

Health

33,480 Excess Deaths from Wildfire Smoke in 2023

PM2.5 from wildfires is 10× more damaging than PM2.5 from other sources.

Health

Long COVID Removed 1.1M Workers from the Labor Force

$3.7B per week in lost productivity. The hidden economic burden.

Health

$8.8B/Year on Preparedness. COVID Cost $16T. ROI: 1,818:1.

The most underfunded prevention investment in government.

Health

160,000–200,000 Deaths/Year From Loneliness

12% of Americans have zero close friends. Loneliness = 15 cigarettes/day.

Health

Construction Files Disability Claims at 5× the Rate of Tech

Amazon: 2× industry injury average. Mental health now 45-48% of tech/finance claims.

Health

61M Americans Have a Disability. Unemployment: 7.6% vs 3.5%.

$490B in lost productivity annually. The 2.2× employment gap.

Health

67% PTSD Remission with MDMA-Assisted Therapy. Placebo: 32%.

FDA breakthrough designations 2017-2019. Phase 3 results in.

Health

$1.5T Spent on War on Drugs Since 1971. Drug Use: Unchanged.

Incarceration for drug offenses up 1,000% since 1980. Zero measurable impact on use rates.

Health

200,000 Veterans Separate Annually. 20% Struggle to Find Work.

Veteran small business failures 2× civilian rate.

💰 Finance & Markets

18 analyses
Finance

$734B in Contracts. $174M in PAC Donations. The Same 5 Companies.

Lockheed, Boeing, RTX, Northrop, Booz Allen. Every committee member's top donor.

Finance

$68B Vaporized. SEC Filed Most Cases After the Money Was Gone.

FTX, Celsius, Voyager, BlockFi, Terra/Luna. FTX creditors recover ~90% nominal (2026).

Finance

30%+ Cumulative Bankruptcy Rise 2022-2024. Matches 2007 Pattern.

Credit card debt: $1.17T record. The bottom 20% is already underwater.

Finance

Companies Hiring Former Regulators Outperform S&P by 12-18%

OSHA, EPA, SEC revolving door → enforcement drops, stock rises.

Finance

Companies >40% Federal Revenue: 2.3× Beta Around Debt Ceiling Events

The hidden volatility of defense and government contractor stocks.

Finance

Accelerating Litigation Predicts -23% Stock Performance vs Sector

CourtListener data as a trading signal. 12-month lead on underperformance.

Finance

10+ Hedge Funds in the Same Stock → -4.2% Next-Quarter Underperformance

The crowded-trade drag. When everyone's in, the edge is gone.

Finance

Shared Board Seats → 40% More Synchronous Insider Trading

Corporate interlocks as a trading signal.

Finance

Patents Far From Core Business Predict M&A 6-18 Months Early

USPTO data as an acquisition signal. When companies start patenting outside their lane.

Finance

Fast FDA Approvals Generate 34% Higher 12-Month Stock Returns

Drugs approved ≤6 months from PDUFA date dramatically outperform.

Finance

$200B+ in Branded Drug Revenue Faces Generics 2024-2028

The patent expiration cliff by year and company. The countdown is live.

Finance

Detroit, Puerto Rico, Stockton All Showed Warning Signs 5+ Years Early

Pension-liability-to-revenue ratio as municipal default predictor.

Finance

State Pensions Collectively $1.4T Underfunded. Illinois: 45% Funded.

Funding ratios by state. Kentucky 54%. New Jersey 56%.

Finance

Short Interest >20% + Days-to-Cover >5 + Retail Options = Squeeze Setup

Historical squeezes with precondition flags. GME, AMC, and beyond.

Finance

One Anchor Tenant Bankruptcy Triggers 3-5 Downstream Filings Within 18 Months

Bankruptcy contagion through supply chains.

Finance

Big Endowments: 3.2× Lower Tuition Growth, 2.1× Higher Admin Ratios

The paradox of wealth and efficiency in higher education.

Finance

EU Carbon at $65/Ton. Steel/Cement Margin Compression Starts at $80-100.

Sector-by-sector breakeven analysis. The approaching threshold.

Finance

Solar Now Cheaper Than Fossil Fuels in 91% of the World

LCOE curves. Solar dropped 89% since 2010. The tipping point is past.

📈 Markets & Signals

9 analyses

⚖️ Justice & Policy

13 analyses
Justice

Average OSHA Fine for Killing a Worker: $22,000 — Less Than a Used Car

Dollar General: $15.4M in fines → 66% stock decline. The operational decay signal.

Justice

78 of 100 Worst-Crisis Counties Are in 5 Former Slave States

Water, EPA, health, poverty, income — all five datasets point to the same corridor.

Justice

16% of Fortune 500 Directors Sit on Multiple Boards Simultaneously

Dense media-corporate interlock network. Historical data 2000–2003.

Justice

70% of the 2M People in Jail Right Now Have Not Been Convicted

Cash bail industry: $14B/year in premiums. Awaiting trial, not sentenced.

Justice

Police Seize $3.2B/Year. All Reported Burglaries: $2.5B.

Civil forfeiture exceeds all property theft. No conviction required.

Justice

375+ DNA Exonerations. Average Time Served: 14 Years.

Map of exonerations by state and cause. 14 years of life, on average.

Justice

3.6M Eviction Filings Per Year. A 7-Year Credit and Housing Barrier Follows.

Eviction rate by county. The cascade from one filing.

Justice

DEA Responds to FOIA Requests Within Deadline 12% of the Time

Average wait: 26 months. DOD: 67%. The transparency gap by agency.

Justice

40% of DOJ-Fined Corporations Commit Another Violation Within 3 Years

22 companies have 3+ major violations. Fines as cost of business.

Justice

Death Penalty 3× More Likely When Victim Is White Than Black

Controlling for crime type. Prosecutorial discretion as a racial signal.

Justice

$182B/Year on Incarceration. Prison Labor: $2B in Below-Market Products.

The supply chain of mass incarceration.

Justice

DOJ/FTC Challenged <1% of 4,200 Reviewed Mergers in 2022

Average case: 4-5 years. The enforcement gap as market concentration signal.

Justice

US Police Kill 3-4 Per Million People/Year. UK: 0.03. Australia: 0.08.

10-100× international comparison. The data by country and state.

🏠 Housing & Urban

11 analyses
Housing

H-1B Hotspots Carry a $340,000 Housing Premium

San Jose: +$640K. Mechanism: high income + immediate housing need + no supply.

Housing

75% of Residential Land in US Cities Is Single-Family Only

Minneapolis abolished SFZ → 7% rent decrease. The zoning-to-segregation link.

Housing

Black Applicants Denied Mortgages at 2.1× White Rate — Same Credit Profile

HMDA 2023 data. The discrimination that persists in algorithmic lending.

Housing

143M Internal Climate Migrants by 2050. Phoenix Already at 30+ Danger Days/Year.

World Bank projection. The housing markets in the migration path.

Housing

Airbnb/VRBO Removed 150,000 Units from Long-Term Housing in Top-10 Tourist Cities

Rent impact quantified. 150K homes that used to be homes.

Housing

39% of Original Low-Income Residents Displaced Within 5 Years of Gentrification

The displacement quantified across census tracts.

Housing

Poorest Chicago Properties Taxed at 3× the Rate of Most Expensive

The regressive property tax hidden in plain sight.

Housing

Housing First: $28K/Year Cost. $40K/Year Emergency Services Saved. Net: +$12K.

The ROI on ending homelessness vs. managing it.

Housing

22M Americans in Manufactured Housing. Land Rent Up 5.6%/Year. No Protections.

The hidden housing market and its extractive economics.

Housing

Institutions Bought 24% of US Single-Family Homes in Q3 2021

Blackstone, Invitation Homes. Market concentration and rent extraction.

Housing

At 0.5%/Year, Replacing America's Water System Takes 200 Years. Pipes Last 75-100.

240,000 breaks/year. 46,000+ deficient bridges. $1.39T investment gap.

👷 Labor & Employment

10 analyses

🌍 Society & Civilization

11 analyses
Society

52% of Graduates Work Jobs That Didn't Need Their Degree. $870B in Debt Held By Them.

$1.77T total. Credential inflation then deflation — but the debt stays.

Society

Full US Reparations Estimates: $14T. Georgetown Paid $400K for 272 Enslaved People.

Economic modeling of reparations programs implemented globally.

Society

Your Personal Data Is Worth $300-$1,500/Year. Google + Meta Collect It on 5B+ People.

The $450B+ surveillance economy, quantified.

Society

Fake News Spreads 6× Faster Than True News. Health Misinformation: $3.6B/Year Cost.

The economic and social cost of the misinformation industry.

Society

Facial Recognition: 34% Error for Dark-Skinned Women. 0.8% for Light-Skinned Men.

Mortgage algorithms: 80% more denials for Black applicants post-income controls.

Society

A Carrington-Level Storm (1-in-150 Year): $2T+ Damage. Grid Not Hardened.

The tail risk nobody is preparing for.

Society

4 Companies Control 82% of US Beef Processing

JBS cyberattack 2021 knocked out 20% of US beef capacity for a week.

Society

US Informal Economy: $1.2T — 5.4% of GDP. Global: $10T+.

By country and relationship to tax compliance.

Society

Blue Economy: $3T. Ocean Fisheries: 34% Overfished. Deep Sea: $8T in Minerals.

The economy of the ocean we're destroying to mine.

Society

If AGI by 2030: 25% of Work Tasks Automated. 300M Jobs at Risk.

Goldman Sachs / OECD projections. The timeline and probability distributions.

Society

AI + Nuclear + Pandemic + Climate + Biodiversity: The Convergence Timeline

Composite existential risk index. The interaction effects nobody models together.

🔬 Science & Research

8 analyses