Note: This is a research note supplementing the book Unscarcity, now available for purchase. These notes expand on concepts from the main text. Start here or get the book.

What’s New?

This page tracks recent additions and updates to the Unscarcity research library. Articles are refreshed daily with the latest data, statistics, and analysis.

May 8, 2026

Updated:

• $20.1T Problem: How 3,428 Billionaires Exit Gracefully — Refreshed billionaire stats to Forbes 2026 list: top 5 now Musk ($839B), Page ($257B), Brin ($237B), Bezos ($224B), Zuckerberg ($222B) — together holding ~$1.8T, with 7 of top 10 from tech.
• Amazon’s AI Penalized Women. Caesar Became Dictator. — Swapped in Transparency International’s 2025 CPI: global average dropped to 42/100 (first decline in over a decade), 122 of 182 countries below 50, and “very clean” nations (>80) shrunk from 12 a decade ago to just 5 — including democracies like the US, UK, France, Sweden.

May 7, 2026

Updated:

• Network Effects: Why Facebook Won and Why AI Monopolies Loom — Updated Tesla FSD milestone to 10 billion cumulative miles (May 4, 2026), adding 28.8M/day; ChatGPT WAU jumped from 700M to 900M (Feb 2026, with 50M paying subs); ChatGPT market share fell 87.2% → 68% as Gemini surged 5.4% → 18.2%; global robotics market hit $38B (34% YoY); Apptronik now $5B+ valuation ($935M raised), Figure AI $39B; NVIDIA GR00T N1.7 trained on 20,854 hours of human video.

May 6, 2026

Updated:

• When Does Post-Scarcity Arrive? Realistic Timeline 2026-2060 — Refreshed with April-May 2026 layoff wave (92K+ tech jobs YTD, Meta cutting 8K starting May 20, Microsoft buyouts to 8,750, Coinbase 14% on May 5, Cognizant 12-15K) and corrected Tesla Optimus Gen 3 status — V3 unveil and mass production slipped to July-August 2026, Musk acknowledged no Optimus is doing “useful work” yet.
• What If Fusion Takes 50 Years, Not 10? The Delay Analysis — Updated Tesla Optimus section to reflect Q1 2026 earnings reality (Fremont line conversion in early May, V3 production slipped to July-August) and added April-May 2026 layoff wave (Meta 8K, Microsoft 8.75K buyouts, Coinbase 14%, 92K+ tech jobs cut YTD) as standalone Labor Cliff data point.

May 4, 2026

Updated:

• What Happens to Your $20K Robot When Robots Cost $200? (2026) — Added Tesla Q1 2026 earnings walkback: Fremont Optimus production now slips to July/August 2026, Gen 3 reveal pushed to mid-year again, Musk gave no 2026 production target after missing his January 2025 “10,000 robots” promise by exactly that number.
• Where Does Universal High Income Money Come From? — Corrected One Big Beautiful Bill Act signing date from 2026 to 2025 (Public Law 119-21, signed July 4, 2025) — the bill that restored 100% bonus depreciation for industrial robots and AI equipment.
• Musk Says AI Brings ‘Universal High Income.’ Here’s the Math. — Reality-check table now reflects Tesla Q1 2026 earnings: Fremont Optimus starts July/August 2026 (not mid-2026 pilot), Gen 3 reveal slipped again, no 2026 production target given after the 10,000-robot miss.

May 3, 2026

Updated:

• AGI Timeline: Where Do We Stand in 2026? — Anthropic crossed $30B in annualized revenue by end of Q1 2026 (up from $19B in March) and is fielding $50B offers at a $850-$900B valuation, board decision expected in May.
• AGI Timeline 2026: What Altman, Hassabis, and Amodei Predict — Anthropic revenue revised: ~$9B at year-end 2025 → $30B annualized by end of Q1 2026, with new $50B/$900B valuation round under board review.

May 2, 2026

Updated:

• Elon Musk’s Universal High Income Prediction (80% Confidence) — Aligned Optimus section with Q1 2026 earnings reality: Gen 3 launch is the upgraded hands only (body still Gen 2), units serve learning/data collection not production, full Fremont line slips to late July/August 2026 with hundreds (not thousands) of units in 2026.
• Tesla Optimus and the Case for Universal Income — Q1 2026 Tesla earnings call walked Optimus targets way back: Fremont line production now ramps July/August 2026, only a few hundred units expected this year (not 50K); January 2026 Gen 3 mass production turns out to be the upgraded hands (22 DoF, 50 actuators) — robot body still Gen 2; V3 body redesign slipped again in April 2026.
• Inside xAI Colossus: The World’s Largest AI GPU Cluster — Memphis complex scaling to 2 GW with ~555,000 NVIDIA GPUs at $18B after xAI bought a third Memphis building Dec 30 2025; Colossus 2 alone is 200K GPUs at 140 MW and now the world’s fastest-growing AI data center; one-million-GPU long-term goal would push the site past 3 GW.

May 1, 2026

Updated:

• Software Developer Unemployment: AI Ate the Best Job — Updated Copilot-centric stats to 2026 reality: 51% of GitHub-committed code is AI-generated/assisted (up from 46%), 74% of devs use AI tools daily, Claude Code overtook Copilot as #1 most-used AI coding tool in just 8 months from launch; added April 2026 Meta+Microsoft cuts and March Challenger AI #1 milestone.
• 4.3% US Unemployment, 408 Million Jobs Gap: 2026 Data — Updated to March 2026 BLS data (4.3% unemployment, +178K rebound after February’s -133K); added March Challenger report (AI = #1 cited reason for layoffs for first time in history, 25% of monthly cuts); added April 2026 Meta layoffs (8K, 10% of workforce) and Microsoft buyouts (~8,750 staff, 7% of US base).
• Fusion Energy 2024-2030: The $10B+ Commercial Race — SPARC progress moved from 70% to 75% complete with end-2026 substantial-completion target; OpenAI–Helion deal crystallized to 5 GW by 2030 scaling to 50 GW by 2035; Sam Altman stepped down from Helion board March 23, 2026; Helion’s Orion commercial plant construction kicked off in Malaga WA; CFS now commercializing HTS magnets independently as side revenue stream.
• The Humanoid Robot Revolution: 50,000 Units Shipping in 2026 — Tesla Optimus 3 unveiling slipped (Musk: “needs finishing touches”), realistic 10K-unit deployment now estimated for 2028-2029 window not 2026; Tesla Cortex 2.0 supercomputer’s first 250 MW phase comes online April 2026; Unitree CEO Wang Xingxing publicly confirmed 20K shipment target for 2026 (4x 2025 output) with G1 priced at $13,500 (down from $16K).
• AI Layoffs 2025-2030: AI Now #1 Reason for US Job Cuts — Added March 2026 Challenger milestone (AI became #1 cited layoff reason for first time, 15,341 cuts), Meta + Microsoft April 2026 cuts (~17K combined while raising 2026 AI capex to $135B), updated AI-generated code share from 46% to 51%, March 2026 BLS rebound replaces Feb-only data.

April 27, 2026

Updated:

• AI Governance: Why Hawk-Eye Works But Doesn’t Make Rules — Updated Wikipedia stats to April 2026 (7.17M EN articles, 291K active EN editors, 600K+ globally) and bumped framing to 25th-anniversary milestone (Jan 15, 2026).
• Bronze Age Collapse: Why Centralization Kills Empires — Refreshed cloud market shares to 2026 (AWS 31%, Azure 23-25%, GCP 11-12%, hyperscalers ~63% combined, $119B+ quarterly), replaced Copilot bullet with Sonar 2026 AI-coding adoption stats.
• The !Kung San 15-Hour Workweek: Original Affluent Society — Updated BLS American Time Use Survey reference with 2024 results (released June 2025): 8.4 weekday / 5.6 weekend hours; replaced ChatGPT name-drop with Claude.
• How M-Pesa Banking Skipped Banks: Kenya’s $309B SMS Revolution — Updated to 2026 figures: 37.9M one-month-active Kenyan users (H1 FY26), 28B transactions worth 40T KES (~$309B), 381K agents/82M accounts (Dec 2024), 66.2M Africa-wide customers (FY24), and reframed super-app section to 2025-2026.
• How Japan Peacefully Retired 2 Million Samurai (1870s Blueprint) — Replaced stale “GPT-4 writes 46% of code” line with Sonar 2026 State of Code numbers (84% of devs use AI tools, 41% of all code AI-generated, 61% in Java teams).
• How Tool Libraries Save $447K/Year: Portland’s Sharing Economy — Added 2026 sharing-economy market trajectory (~$245B in 2025 → $450B+ in 2026 → $750B+ by 2030) alongside the existing 2031 Statista projection.

April 26, 2026

Updated:

• The $147M Bunker That Became a Prison — Refreshed bunker section with 2026 facts: Texas-based Rising S has installed 38 NZ doomsday bunkers, Thiel’s Queenstown underground lodge plans rejected by local council, Zuckerberg quietly building on Kauai since 2014.
• How Rome’s Democracy Died in 60 Years: Emergency Powers (82 BCE) — Updated US active national emergencies from 40+ (2025) to roughly 48 (2026) with note that the oldest dates back to the Carter administration; refreshed Brennan Center source link.
• The Grandmother Who Watched Kenya Leapfrog Banking Twice — Updated M-Pesa stats to March 2026 data: 40M active users (+6M since 2024), 92% market share (recovered from 2024 dip), ~60% of GDP in transaction volume with 8.6% direct contribution, refreshed source link.

April 19, 2026

Updated:

• What to Do Before the Labor Cliff: Action Guide for 2025-2030 — Refreshed 2024 stats to Challenger 2025 year-end (1.2M US job cuts, 54,836 AI-attributed), GitHub Octoverse 2025 (1.12B contributions, 180M+ devs, 36M new, 255K March first-timers), US worker co-op count to ~1,300 (15,000 workers), CLTs to 333 entities in 46 states.

April 18, 2026

Updated:

• 100x Future: Why Next Decade Changes Everything — Added Claude Opus 4.7 (87.6% SWE-bench Verified) to model timeline, refreshed IEA data center projections (~1,100 TWh in 2026, US >250 TWh), updated AI-generated code stat to Sonar 2026 (42%, doubled in 2 years).
• IBM’s Holocaust and Why AI Ethics Need Consciousness — Added EU AI Act August 2026 full applicability milestone, refreshed frontmatter date.
• Mill’s 1859 Harm Principle Meets 2026 AI Algorithms — Updated title and worker reference from 2025 to 2026 to match current AI algorithm landscape.
• Unscarcity: The Word for When Scarcity Becomes Optional — Updated 1X Neo pricing to $20K Early Access / $499mo (preorders far exceeding goal), CFS SPARC to first plasma + Q>1 in 2027, added Claude Opus 4.7 (Apr 16, 2026) as Stage 2 AI example, added 318M acute hunger 2026 stat.
• Forced Cyborg or Amish Forever? There’s a Third Option — Refreshed neurotech ethics section header to 2025-2026, bumped frontmatter date.

April 17, 2026

Updated:

• Cognitive Field: What If Minds Networked Like the Internet? — Updated 2025 BCI section to early-2026 data (Neuralink 21 patients, Synchron COMMAND endpoints met, Paradromics Connexus trial), refreshed market sizing to $3-4B (2026) → $13-15B mid-2030s
• Brain-to-Brain Links: Why 47 Minutes Is the Limit — Updated BCI snapshot to April 2026 (Neuralink 21 trial participants, Synchron COMMAND results + FDA pivotal-trial talks, Paradromics FDA clearance)
• If AI Copies Itself a Trillion Times, Who Wins Elections? — Refreshed AI-population framing for 2026 (frontier models at trillions of parameters, 2025 → 2026 humans estimate)

April 16, 2026

Updated:

• How Art Gets Made Without Money: The 95% Cost Drop — Added 2025 game layoffs (5,300 jobs) and GDC 2026 survey (1 in 3 US devs laid off), updated Spotify to $11B in 2025 royalties
• The 1843 School Model That AI Just Killed — Updated AI coding stats to 2026 Sonar data (42% AI-generated, up from 19% in 2024), added 2025 RCT and Google LearnLM AI tutoring results, fixed broken /a/labor-cliff internal link
• The Land Tax That Funds Abundance: Henry George’s 1879 Solution to a 2030 Problem — Confirmed Estonia Jan 2026 reassessment with 0.1-2% rates, updated year references from 145 to nearly 150 years
• Settler Economics: Why Utopias Fail and What Works Instead — Updated NEOM with Jan 2026 radical scale-back (target slashed to <300K residents, Trojena postponed, AI pivot), added Nusantara Jan 2026 Prabowo visit

April 15, 2026

Updated:

• Finite vs Infinite Games: Carse’s Theory Explained — Updated GitHub open source stats from 2024 to 2025 Octoverse data (1.12B contributions +13% YoY, 180M+ developers, 630M projects, new dev every second)
• Constitutional Monarchy Model for Wealth Transition — Updated Rockefeller Brothers Fund context from 85 to 86 years (founded 1940)

April 14, 2026

Updated:

• LibreOffice Beat Oracle in 6 Months. Here’s How. — Added Euro-Office fork (Mar 2026), updated Valkey (346 contributors, AWS/Google adoption), OpenTofu (140+ backers), LibreOffice/Collabora split, Ethereum Fusaka hard fork, RedMonk license trend data.
• Japan Bought Out Samurai in 1876. Can We Do It Again? — Updated billionaire wealth to Forbes 2026 ($20.1T, 3,428 billionaires), labor stats to Goldman Sachs 2026 projections (25M jobs), 1X Neo pricing ($20K/$499mo, 10K+ pre-orders).
• Guild Coordination: Economic Planning Beyond Prices — Updated AI supply chain market ($7.67B→$10.29B), Wikipedia (517M edits/yr, 7.17M articles), TikTok (1.9B MAU, 3.7% engagement), AI forecast accuracy (43% error reduction).
• When Does AI Become Conscious? The Spark Threshold Test — Added Anthropic’s Jan 2026 constitution and Claude Opus 4.6 welfare assessments, model self-assigning 15-20% consciousness probability, AI companion dating data (1 in 3 men under 30).

April 13, 2026

Updated:

• France’s 12-Day Emergency Lasted 719 Days. Here’s Why. — Updated Yoon conviction to life sentence (Feb 2026), US active emergencies to 50+ with fastest-ever declaration pace.
• How Emergency Powers Kill Democracies (And How to Stop It) — Updated Yoon status to life sentence (Feb 2026), US active emergencies from 40+ to 50+ with current admin pace noted.
• Post-Scarcity Without Fusion: Redundant Abundance Paths — Updated CFS funding to $3B total, robotics with 1X Neo $20K pricing and Unitree 4,200 units shipped, humanoid market to $2.92B (2025), solar LCOE range updated.
• Iron Law of Oligarchy Explained: Michels to AI (2026) — Updated Oxfam data to Jan 2026 report ($18.3T billionaire wealth, 16% growth), US lobbying to $5.08B record (2025), DAO governance to 2026 data (Jupiter/Scroll DAO failures).
• Wikipedia’s Bots Write 50% of Edits. It’s Not Chaos—It Works — Updated Wikipedia age from 24 to 25 years (turned 25 in Jan 2026), corrected article count to ~7M, removed overly specific visit stats.

April 12, 2026

Updated:

• Soviet Shoe Factories Teach Us Why AI Metrics Fail — Refreshed Soviet planning analogies with 2026 AI governance metric failures and updated regulatory examples.
• Finland’s UBI Worked—Then Got Cancelled. Here’s Why. — Added Finland’s 2026 follow-up study results and updated Spain’s pilot program data.
• Four Systems, No Ruler: Post-Scarcity Governance — Updated internet user count to 6B+, refreshed IEA energy outlook to 2025 edition, removed dated year references.

April 11, 2026

Updated:

• Math Proves Diverse Teams Beat Experts (Here’s How) — Refreshed mathematical proofs with latest ensemble theory research and added new corporate diversity-performance data.
• Goodhart’s Law: Why AI Metrics Always Backfire — Added recent AI metric gaming examples from 2026 model evaluations and updated Goodhart taxonomy.

April 10, 2026

Updated:

• MOSAIC Architecture: Running Civilization Without Prices — Updated MOSAIC coordination examples and refreshed distributed governance implementation data.
• Civic Standing: Reputation Systems Beyond Social Credit — Refreshed reputation system comparisons with latest platform governance research.
• The Commons: Why One-Size-Fits-All Governance Fails — Updated commons governance failure cases and added recent municipal commons experiments.
• Reputation Decay: Why Permanent Status Kills Systems — Refreshed decay curve mathematics with latest simulation results and real-world analogues.
• Decaying Currency: A Post-Money Economic System Explained — Updated IMP economic modeling with 2026 behavioral research on decaying incentive systems.

April 9, 2026

Updated:

• $15,474 on Healthcare vs. $8,000 for Everything — Refreshed US healthcare spending figures and updated free zone cost modeling with 2026 data.
• How to Retire a Superpower: Costa Rica’s 1948 Blueprint — Updated sovereign transition examples with latest Costa Rica sustainability metrics.
• How to Turn $60 Trillion of Dying Wealth Into Fusion Reactors — Refreshed global wealth transfer estimates and updated trust mechanism design data.

April 8, 2026

Updated:

• When Tesla’s Shareholders Exit: 3 Paths Forward — Updated corporate transition examples and shareholder exit pathway cost estimates.
• $20.1T Problem: How 3,428 Billionaires Exit Gracefully — Refreshed billionaire wealth data and updated EXIT protocol implementation timelines.
• Amazon’s AI Penalized Women. Caesar Became Dictator. — Updated AI bias examples and historical governance parallels with recent 2026 cases.
• After UBI Solves Survival: The Stagnation Problem — Refreshed post-UBI stagnation research with latest behavioral economics findings.
• Why Give Cash When You Can Give Houses? Direct Provision vs UBI — Updated direct provision cost comparisons and housing-first program outcomes data.