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.
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.
April 7, 2026
Updated:
- China’s AI Strategy: Rival Architect, Not Villain — Updated China’s AI investment figures and Belt & Road digital infrastructure data for 2026.
- What Backs Money When Labor Dies? The Case for an Energy Standard — Refreshed energy pricing data and added latest fusion cost projections from CFS and TAE.
- End of Resource Wars: Solar, Fusion, and Network States — Updated network state count, solar/fusion deployment stats, and rare earth dependency figures.
- Infrastructure Libertarianism: Freedom Through Systems — Refreshed infrastructure cost data and updated autonomous systems deployment statistics.
April 6, 2026
Updated (20 articles refreshed):
- Agentic AI: Career-Defining Skill of 2026 — Refreshed agentic AI market data, updated tool ecosystem with 2026 platforms, and revised enterprise adoption figures.
- AGI Timeline: Where Do We Stand in 2026? — Updated AGI benchmark scores and capability assessments with Q1 2026 model releases.
- AGI Timeline 2026: What Altman, Hassabis, and Amodei Predict — Refreshed timeline predictions from Altman, Hassabis, and Amodei with their latest 2026 public statements.
- The Bootstrap Paradox: How Do You Fund the Death of Money Using Money? — Updated wealth transition statistics and sovereign wealth fund data with 2026 figures.
- Brain-Computer Interfaces: What Neuralink Actually Does — Added Neuralink’s latest clinical trial results and updated competitor landscape.
- AI Compute Clusters 2026: The $800B GPU Arms Race — Updated GPU cluster data with xAI Colossus expansion and NVIDIA Blackwell deployment numbers.
- GPT-4 Training: 50,000 MWh and the AI Energy Crisis — Refreshed AI energy consumption projections with 2026 datacenter power demand data.
- What Happens to Your $20K Robot When Robots Cost $200? (2026) — Updated robot pricing curves and consumer availability timelines with 2026 market data.
- When Does Post-Scarcity Arrive? Realistic Timeline 2026-2060 — Revised post-scarcity arrival estimates based on 2026 technology convergence rates.
- How Singapore Uses AI to Run a Country of 6 Million (2026) — Refreshed Smart Nation statistics with 2026 AI governance implementation data.
- Social Credit: China’s 60 Blacklists vs. America’s FICO System — Updated China blacklist count and US FICO system comparison with latest regulatory changes.
- Universe 25: Why Mice With Everything Still Died — Refreshed behavioral research citations and added recent studies on meaning in post-work contexts.
- Why 673 Million Starve When We Make Food for 10 Billion — Updated global hunger and food production statistics with 2026 FAO data.
- 3 AI Futures: Elite Capture, Peaceful Transition, or Chaos? — Refreshed scenario probabilities based on 2026 geopolitical and AI governance developments.
- What If Fusion Takes 50 Years, Not 10? The Delay Analysis — Recalibrated delay analysis with latest fusion and robotics timeline data.
- 122 UBI Experiments Later: Cash Helps, But Doesn’t Solve Meaning — Added results from latest UBI pilots and updated global experiment count.
- Where Does Universal High Income Money Come From? — Updated sovereign wealth fund projections and automation tax revenue estimates.
- UHI vs UBI: Why Musk Thinks Basic Income Isn’t Enough — Refreshed UHI vs UBI comparison with latest policy proposals and cost projections.
- Altman’s UBC: Why Give Computing Power Instead of Cash? — Updated Altman’s UBC vision with latest World Coin distribution data and compute pricing.
- Musk Says AI Brings ‘Universal High Income.’ Here’s the Math. — Refreshed UHI math with 2026 GDP projections and updated Musk’s probability estimates.
April 3, 2026
New articles:
- AI Orchestrating AI: The Skill That Replaced the Org Chart — A developer rebuilt Claude Code overnight using AI agents. A founder edited 13 articles in 10 minutes. Humans orchestrate, AI executes.
- GPT-isms: The Linguistic Fingerprints AI Left on Everything You Read — AI-generated text has about fifteen tells. What they are, why every LLM does them, and how a governance document caught 66 instances of the same tic.
- AI 2027: The Scenario That Maps the Next 18 Months — A former OpenAI researcher published the most detailed scenario of AI’s near future — it ends two ways, and both paths start now.
- The Solo Unicorn: One Founder, Zero Employees, a Billion-Dollar Question — A telehealth startup hit $1.8B with one founder and $20K. The achievement is real — so are the questions about compliance and continuity.
April 2, 2026
New articles:
- Amazon Buys Fauna Robotics: The Warehouse Giant Goes Bipedal — Amazon acquired Fauna Robotics and its Sprout bipedal robot — two robotics acquisitions in one month signal strategic lockdown, not exploration.
- OpenAI’s $122B Round: The Biggest Bet in History — OpenAI closed $122B in funding, more than the GDP of 130 countries. What retail investors and the NVIDIA deal mean for AI’s future.
- How Do You Train a Robot? The Data Problem Nobody Solved Yet — Tesla used millions of drivers to train self-driving AI. Training humanoid robots requires someone to fold your laundry first — the data bottleneck that will define the era.
- Terafab: Musk’s Plan to Build the World’s Largest Chip Factory — Elon Musk announced Terafab, a Tesla-SpaceX-xAI joint venture to build custom chips in Austin. One terawatt of compute, one man in control.
Updated:
- Gen Z: 89% of 2026 Grads Fear AI Will Take Their Jobs — Refreshed with 2026 graduate survey data showing 89% fear AI job displacement, up from 72% in 2025.
- How Large Language Models Work: Transformers Explained — Updated transformer architecture section with latest model scaling data and 2026 benchmark results.
- Elon Musk’s Universal High Income Prediction (80% Confidence) — Added Musk’s latest UHI timeline statements and updated probability estimates.
- Software Developer Unemployment: AI Ate the Best Job — Updated developer unemployment statistics with Q1 2026 hiring data and latest AI coding tool adoption rates.
- Fusion Energy 2024-2030: The $10B+ Commercial Race — Refreshed with latest milestone from Commonwealth Fusion Systems and updated private investment totals.
- The Humanoid Robot Revolution: 50,000 Units Shipping in 2026 — Updated unit shipment projections to 50,000 for 2026, added Figure AI and Apptronik production data.
March 28, 2026
New articles:
- 4.4% US Unemployment, 408 Million Jobs Gap: 2026 Data
- The Humanoid Robot Revolution: 50,000 Units Shipping in 2026
Updated (117 articles refreshed):
- Inside xAI Colossus: The World’s Largest AI GPU Cluster
- 100x Future: Why Next Decade Changes Everything
- Adewale: Lagos Coder Who Lost Everything to AI
- Agentic AI: Career-Defining Skill of 2026
- AGI Timeline: Where Do We Stand in 2026?
- AGI Timeline 2026: What Altman, Hassabis, and Amodei Predict
- AI Governance: Why Hawk-Eye Works But Doesn’t Make Rules
- Audio Library: Listen to Unscarcity While You Commute
- The Bootstrap Paradox: How Do You Fund the Death of Money Using Money?
- The Boundary Protocol: How Neighbors Who Disagree on Everything Solve Problems
- Brain-Computer Interfaces: What Neuralink Actually Does
- Mind Uploading: 3 Engineering Bottlenecks Explained
- The Canyon Within: Agnes Deglon’s Map of the Soul Across World Traditions
- Post-Scarcity Survival: When Jobs Vanish
- Post-Scarcity Transition 2025: How to Get There Without War
- China’s AI Strategy: Rival Architect, Not Villain
- MOSAIC Architecture: Running Civilization Without Prices
- Civic Service: Building Human Resilience in the AI Age
- Civic Standing: Reputation Systems Beyond Social Credit
- Cognitive Field: What If Minds Networked Like the Internet?
- The Commons: Why One-Size-Fits-All Governance Fails
- AI Compute Clusters 2026: The $800B GPU Arms Race
- Brain Mapping 2025: 100 Trillion Synapses, One Mystery
- AI Rights: Who Counts as a Person?
- Consciousness Upload: The Last Identity Crisis
- How Art Gets Made Without Money: The 95% Cost Drop
- Crossroad Framework: 8 Questions That Shape Our AI Future
- Math Proves Diverse Teams Beat Experts (Here’s How)
- Diversity Guard: Why Mixed Teams Beat Expert Groups
- The $147M Bunker That Became a Prison
- The 1843 School Model That AI Just Killed
- GPT-4 Training: 50,000 MWh and the AI Energy Crisis
- France’s 12-Day Emergency Lasted 719 Days. Here’s Why.
- How Emergency Powers Kill Democracies (And How to Stop It)
- What Backs Money When Labor Dies? The Case for an Energy Standard
- When Tesla’s Shareholders Exit: 3 Paths Forward
- $20.1T Problem: How 3,428 Billionaires Exit Gracefully
- IBM’s Holocaust and Why AI Ethics Need Consciousness
- Soviet Shoe Factories Teach Us Why AI Metrics Fail
- Finland’s UBI Worked—Then Got Cancelled. Here’s Why.
- LibreOffice Beat Oracle in 6 Months. Here’s How.
- Amazon’s AI Penalized Women. Caesar Became Dictator.
- Japan Bought Out Samurai in 1876. Can We Do It Again?
- Four Systems, No Ruler: Post-Scarcity Governance
- $15,474 on Healthcare vs. $8,000 for Everything
- Free Zones: Where Housing Works Like Sidewalks
- Mill’s 1859 Harm Principle Meets 2025 AI Algorithms
- Fusion Energy 2024-2030: The $10B+ Commercial Race
- End of Resource Wars: Solar, Fusion, and Network States
- Goodhart’s Law: Why AI Metrics Always Backfire
- Post-Scarcity Without Fusion: Redundant Abundance Paths
- Rules vs. Principles in AI Governance Design
- Guild Coordination: Economic Planning Beyond Prices
- Human Augmentation Spectrum: Amish to Cyborg
- Reputation Decay: Why Permanent Status Kills Systems
- Decaying Currency: A Post-Money Economic System Explained
- Finite vs Infinite Games: Carse’s Theory Explained
- Infrastructure Libertarianism: Freedom Through Systems
- Iron Law of Oligarchy Explained: Michels to AI (2025)
- Karma as a Game Quest System: Rizwan Virk’s Theory
- The !Kung San 15-Hour Workweek: Original Affluent Society
- AI Layoffs 2025-2030: 1.2 Million Jobs Cut in 2025, 2026 Starting Worse
- The Land Tax That Funds Abundance: Henry George’s 1879 Solution to a 2030 Problem
- Constitutional Monarchy Model for Wealth Transition
- Voluntary Simplicity: A Billionaire’s Daughter Walks Away
- How Large Language Models Work: Transformers Explained
- How M-Pesa Banking Skipped Banks: Kenya’s $300B SMS Revolution
- Mandate of Heaven Explained: China’s 3,000-Year-Old Theory
- When a Tech Billionaire’s Daughter Rejects Success
- Automation and Workers: A House Cleaner’s Story
- Are We Living in a Simulation? Ancient Philosophy Meets Science
- Chocolate Money: How the Maya Built History’s Longest-Running Economy
- How Japan Peacefully Retired 2 Million Samurai (1870s Blueprint)
- Elon Musk’s Universal High Income Prediction (80% Confidence)
- Network Effects: Why Facebook Won and Why AI Monopolies Loom
- Could AI Be a Philosophical Zombie? The P-Zombie Problem (2025)
- Why Bronze Age Civilizations Collapsed in 50 Years (1200 BCE)
- What Happens to Your $20K Robot When Robots Cost $200? (2026)
- How Tool Libraries Save $447K/Year: Portland’s Sharing Economy
- When Does Post-Scarcity Arrive? Realistic Timeline 2026-2060
- Why AI + Robots + Fusion = System Collapse Without New Rules
- Proof-of-Diversity: Why Strangers Beat Twins at Decision-Making
- Purpose Predicts Who Lives: Frankl’s Auschwitz Data (40% Lower Mortality)
- Why Observation Changes Reality: The 2022 Nobel Physics Discovery
- How the Internet Got Built by Asking Nicely: RFC Process (1969)
- Why a $23B Billionaire Gave It All Away: Richard’s Story
- How Rome’s Democracy Died in 60 Years: Emergency Powers (82 BCE)
- Can 84% Religious + Atheists Share One Civilization? Sacred Diversity
- Settler Economics: Why Utopias Fail and What Works Instead
- Are We in a Simulation? 2022 Nobel Physics Says Maybe
- How Singapore Uses AI to Run a Country of 6 Million (2026)
- Social Credit: China’s 60 Blacklists vs. America’s FICO System
- When the Sun Ends Civilization: Carrington Event Risk (2025)
- How to Retire a Superpower: Costa Rica’s 1948 Blueprint
- When Does AI Become Conscious? The Spark Threshold Test
- Universe 25: Why Mice With Everything Still Died
- Why 673 Million Starve When We Make Food for 10 Billion
- Tesla Optimus and the Case for Universal Income
- After UBI Solves Survival: The Stagnation Problem
- Why Give Cash When You Can Give Houses? Direct Provision vs UBI
- 3 AI Futures: Elite Capture, Peaceful Transition, or Chaos?
- Japan’s Fureai Kippu: 100,000 People Trade Hours, Not Money
- What If Fusion Takes 50 Years, Not 10? The Delay Analysis
- How to Turn $60 Trillion of Dying Wealth Into Fusion Reactors
- GPT-4.5 Beats the Turing Test. Now What?
- If AI Copies Itself a Trillion Times, Who Wins Elections?
- 122 UBI Experiments Later: Cash Helps, But Doesn’t Solve Meaning
- Where Does Universal High Income Money Come From?
- UHI vs UBI: Why Musk Thinks Basic Income Isn’t Enough
- Musk Says AI Brings ‘Universal High Income.’ Here’s the Math.
- Paradise Killed Them: What Mouse Utopia Teaches About UBI
- Unscarcity: The Word for When Scarcity Becomes Optional
- Forced Cyborg or Amish Forever? There’s a Third Option
- The Grandmother Who Watched Kenya Leapfrog Banking Twice
- 7 Years at CERN Taught Me: Matter Isn’t Real
- Wikipedia’s Bots Write 50% of Edits. It’s Not Chaos—It Works
- Prove You’re 21 Without Showing ID: Zero-Knowledge Math
March 20, 2026
New articles:
