Recursive self-improvement is already happening now (no longer three years out)
Predictor: Alex Wissner-Gross · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source
Prediction text
Recursive self-improvement is already happening now (no longer three years out) | Maybe three months ago. We're in the middle of recursive self-improvement now. And I I I would say my estimate of the San Francisco consensus, we're deep in the middle of recursive self-improvement right now. | Monthly capability deltas
Key catalyst: Monthly capability deltas
Verbatim quote
Maybe three months ago. We're in the middle of recursive self-improvement now. And I I I would say my estimate of the San Francisco consensus, we're deep in the middle of recursive self-improvement right now.
Resolution evidence
See 232_014.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class: agi_breakthrough_5y
Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)
Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.
Probability over time
Milestone chain
- 2026-01-07overdueQ1 window check-in (25%)
- 2026-02-13overdueQ2 window check-in (50%)
- 2026-03-22overdueQ3 window check-in (75%)
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
Evidence chain
Raw metadata
{
"source": "backfill_resolution_history.py",
"status": "hit",
"bayesian_v2": false,
"outcome_prob": 1,
"evidence_kind": "resolution_terminal",
"posterior_prob": 1,
"delta_to_outcome": 0.13376999999999994,
"inside_posterior": 0.86623,
"validation_notes": "See 232_014.",
"validation_status": "hit",
"pre_resolution_prob": 0.86623,
"resolution_evidence": "See 232_014.",
"does_not_update_current_prob": true
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.920 | 0.050 | -0.097 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.920 | 0.050 | -0.085 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.920 | 0.050 | -0.069 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.920 | +0.052 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.920 | -0.035 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | CMQ_004 AGI-like models matching or outperforming human experts acro — Dario Amodei | 27.6% | 0.600 | 0.050 | +0.198 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.198 |
| prereq | 248_040 Pausing AI will fail and only accelerate race dynamics. — Alex Wissner-Gross | 53.0% | 0.920 | 0.050 | +0.192 |
| prereq | 241_043 ASI will arrive within 2 years to 5 years to this next decad — Peter Diamandis | 35.9% | 0.650 | 0.050 | +0.155 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.149 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (313)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 229_047 | Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned. | AI | — |
| prereq | 241_006 | Everyone is out of hardware and electricity due to AI boom | AI | — |
| prereq | 241_004 | AI progress is not stoppable or controllable by any government, individual, or corporation | AI | — |
| prereq | 229_013 | The next 12-18 months will be the largest AI transformation ever seen. | AI | — |
| prereq | 241_052 | Standard AI data centers being built at 400 MW scale, half-mile long | Energy | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | 233_020 | Texas Sports Academy will operate at $300/month per parent using Texas billion-dollar voucher program. | Education | — |
| prereq | 248_040 | Pausing AI will fail and only accelerate race dynamics. | AI | — |
| prereq | 238_010 | AI takeoff/inflection is happening now | AI | — |
| prereq | 232_014 | Recursive self-improvement is already here, not 12 months away. | AI | — |
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | SEM_036 | World-class AI programmers will appear within 1-2 years (by 2027-2028). | AI/Cognition | — |
| prereq | 238_020 | Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently) | AI | — |
| prereq | CMQ_001 | By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks. | AI | — |
| prereq | 247_034 | Dario Amodei said double human lifespan within the decade | Biotech/Longevity | — |
| prereq | 231_021 | Privacy is cooked; every major company will have AI-recording wearables and micro drones gathering data. | Consumer | — |
| prereq | 247_033 | Timelines for solving all disease are collapsing; Demis says cure all disease within a decade | Biotech/Longevity | — |
| prereq | 230_011 | Enterprise software will be dead because AI can just write code (per Dario Amodei). | Markets/Stocks | — |
| prereq | 237_025 | We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected. | AI | — |
| prereq | CMQ_005 | AI will handle the entire software development process end-to-end within 6-12 months (by late 2026) — humans relegated to reviewer/editor role. | AI | — |
| prereq | 241_018 | Algorithms becoming more efficient will not reduce power demand - it will increase (Jevons paradox) | Energy | — |
| prereq | 241_011 | By end of 2026, no one will write code manually - it'll be a quaint skill | Labor/Jobs | — |
| prereq | 231_011 | The country that trains its next generation on AI wins the entire talent war. | Geopolitics | — |
| prereq | 231_012 | Within 6 months to a year physics problems will be massively addressed by AI. | AI | — |
| prereq | 238_055 | Marginal cost of production will approach zero for most goods (molecular manufacturing + 3D printing) | Macro/Economy | — |
| prereq | 240_044 | College bankruptcy rates in the US are skyrocketing | Education | — |
| prereq | 240_043 | CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professions | Labor/Jobs | — |
| prereq | 231_043 | Lack of hiring for junior positions will cause social unrest from young people who can't get jobs. | Labor/Jobs | — |
| prereq | 231_044 | Universal High Income programs need to be figured out in next 2-3 years. | Macro/Economy | — |
| prereq | 244_032 | Uber will cash flow $10B this year (2026) | Markets/Stocks | — |
| prereq | 232_018 | We are living through a moment that will be in history for thousands of years: nonhuman intelligence arrived. | AI | — |
| prereq | 232_041 | PhD students in the US should have green cards stapled to their PhD at graduation. | Geopolitics | — |
| prereq | 233_001 | Rapid pace of AI will soon require every major company to begin reskilling employees. | Labor/Jobs | — |
| prereq | 233_002 | Colleges will continue going bankrupt as perceived importance declines and tuition costs escalate. | Education | — |
| prereq | 243_044 | Tesla with FSD is 10 times safer than human driving (host claim) | Auto/Transport | — |
| prereq | 233_016 | Alpha will keep opening schools coast-to-coast; 13 new schools this year with more to come. | Education | — |
| prereq | 233_017 | Reskilling using AI technology will be fundamentally critical for workforce. | Labor/Jobs | — |
| prereq | 234_005 | Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over a decade | AI | — |
| prereq | 242_057 | Artemis 2 launches April 1, 2026 - circumlunar mission | Space | — |
| prereq | 242_022 | Personal garages at home will disappear | Real Estate | — |
| prereq | 234_023 | 80% of audit tech team roles at big four firms to disappear | Labor/Jobs | — |
| prereq | 242_012 | Flying cars (eVTOLs) will be operating in US within 18 months | Auto/Transport | — |
| prereq | 247_046 | AI investment will reach $3 billion per day, up from $2B in 2025 | AI | — |
| prereq | 241_060 | Data centers will be built in space / rockets will carry data centers | Space | — |
| prereq | 234_042 | AI displacement will collapse the payroll tax base funding Medicare/Social Security | Macro/Economy | — |
| prereq | 241_059 | Government will continue unleashing capital to solve AI power problems | Energy | — |
| prereq | 230_025 | The next 18 months to 2 years will set the rules for the next century. | AI | — |
| prereq | 235_022 | US will add a record 86 gigawatts of utility-scale capacity this coming year. | Energy | — |
| prereq | 241_054 | Space wins by far on energy argument for data centers | Space | — |
| prereq | 247_041 | AI-powered drugs have 85% phase 1 success vs 52% traditional | Biotech/Longevity | — |
| prereq | 236_026 | College bankruptcy rate will skyrocket | Education | — |
| prereq | 241_044 | Rate of data center construction will continue accelerating with government support | Energy | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | 236_047 | New emotional pandemic of fear and anger coming | Macro/Economy | — |
| prereq | 236_048 | Dropping birth rate not just China but Japan all-time low, South Korea, much of world | Macro/Economy | — |
| prereq | 237_001 | Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent. | AI | — |
| prereq | 237_002 | We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed. | AI | — |
| prereq | 237_004 | Mac Mini sales will continue their exponential growth driven by local AI demand. | Consumer | — |
| prereq | 241_026 | Space data center technology is understood and largely figured out | Space | — |
| prereq | 241_024 | Heat dissipation and radiation issues in space data centers will be addressed | Space | — |
| prereq | 238_004 | Future Vision X-Prize will produce at least one (possibly two) feature films depicting the future | Media/Ads | — |
| prereq | 241_038 | Chinese AI strategy is edge computing focused vs US AGI/ASI centered | AI | — |
| prereq | 243_029 | Drone delivery will enable food delivery in 10-15 minutes in suburban markets | Consumer | — |
| prereq | 247_032 | Full cell simulation achievable within 5 years | Biotech/Longevity | — |
| prereq | 241_037 | Chinese AI strategy will stay open source / open weights | AI | — |
| prereq | 246_026 | In next year, significant cyber threats to mitigate from AI models (cited Altman). | AI | — |
| prereq | 247_006 | Anthropic ARR will reach $100 billion by end of 2026 | AI | — |
| prereq | 247_059 | African nations will be impacted least by AI transition | Labor/Jobs | — |
| prereq | 236_046 | Social unrest unfortunately much closer than we'd like to think | Macro/Economy | — |
| prereq | 241_063 | America needs to win AI race with smart immigration policy | Geopolitics | — |
| prereq | 241_020 | 1 GW of power = ~$50 billion in hardware/software/data centers | Energy | — |
| prereq | 241_062 | Best AI labs will need to be controlled by humans (at the moment) | AI | — |
| prereq | 241_019 | AI scaling laws have not hit an asymptote yet | AI | — |
| prereq | 246_045 | Post-capitalist society with zero marginal cost approaching. | Macro/Economy | — |
| prereq | 241_023 | 10% of US electricity will be used by data centers | Energy | — |
| prereq | 241_055 | Next frontier of AI infrastructure is space | Space | — |
| prereq | 237_024 | Skippy will listen to this YouTube video and self-improve based on the transcript (Peter's expectation). | AI | — |
| prereq | 235_012 | Large companies cannot pivot rapidly enough; zero ability to change. | Markets/Stocks | — |
| prereq | 235_014 | Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability. | AI | — |
| prereq | 246_035 | Terafab pilot phase is $25B, yielding ~$4B/year revenue for Intel. | AI | — |
| prereq | 241_012 | Jobs impact from AI will occur at some point | Labor/Jobs | — |
| prereq | 238_017 | Uber will automate approximately 30% of its employment this year (2026) | Labor/Jobs | — |
| prereq | 235_036 | AI-generated images will eliminate commercial photography, illustrators and stock image platforms. | Media/Ads | — |
| prereq | 241_016 | 92 GW power shortage in America between now and 2030 | Energy | — |
| prereq | 229_007 | Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control. | Robotics | — |
| prereq | 241_049 | Underage kids / AI vulnerability problem must be solved - line we can't cross | AI | — |
| prereq | 241_048 | AI/LLM will be the expression platform for student art, music, writing | Education | — |
| prereq | 241_047 | Universities should create prompt engineering course starting September for all freshmen | Education | — |
| prereq | 236_003 | Jobs will get whisked away in many firms in 2026 | Labor/Jobs | — |
| prereq | 241_036 | No frontier AI company will emerge in Russia due to war | AI | — |
| prereq | 236_006 | AI entrepreneurs will get phenomenally wealthy and give most away | Macro/Economy | — |
| prereq | 236_012 | An independent candidate will get outsized support in 2028 despite attacks | Geopolitics | — |
| prereq | 236_014 | Publicly traded companies will fire white collar workers very quickly | Labor/Jobs | — |
| prereq | 241_017 | Equivalent of ~60 nuclear plants needed by 2030 but essentially zero being built | Energy | — |
| prereq | 236_016 | College premium is quickly evaporating | Education | — |
| prereq | 244_037 | Uber will automate 20-30% of tasks, not 100%, leaving plenty of work | Labor/Jobs | — |
| prereq | 240_005 | The organizational singularity will impact every company, nonprofit, and government | AI | — |
| prereq | 236_023 | AI will replace white-collar jobs: 20-50% of 70M US office workers in 12-18 months | Labor/Jobs | — |
| prereq | 236_024 | Commercial real estate will come under tremendous pressure | Real Estate | — |
| prereq | 244_035 | Uber will only enter adjacencies that 'rhyme' with core capabilities | Other | — |
| prereq | 244_033 | Uber will take big bets on adjacent fields, some will fail | Markets/Stocks | — |
| prereq | 230_044 | Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats. | Geopolitics | — |
| prereq | 232_006 | YouTube will win from AI video content proliferation as everyone produces resonant content. | Media/Ads | — |
| prereq | 239_003 | We are currently in AI hard takeoff | AI | — |
| prereq | 241_009 | Top programmers will become MORE valuable, not less, due to AI | Labor/Jobs | — |
| prereq | 246_027 | AI models will be capable enough for terrorist groups to create novel pathogens (near future). | AI | — |
| prereq | CMQ_004 | AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027. | AI | — |
| prereq | SEM_049 | AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement. | AI/Software | — |
| prereq | 232_026 | World will split into consumers and creators (couch potatoes vs Star Trek employees). | Labor/Jobs | — |
| prereq | SEM_037 | For any job you can do on the other side of a screen, AI will probably be able to do it better, faster, and cheaper by next year (2026-2027). | Labor/Jobs | — |
| prereq | 241_010 | Industry will consolidate into small number of very large companies and very large number of very small companies | Macro/Economy | — |
| prereq | 244_023 | Over next 10 years, will see a lot of augmentation of work and some replacement | Labor/Jobs | — |
| prereq | 244_022 | Automation will typically augment work rather than replace it | Labor/Jobs | — |
| prereq | 236_027 | Debt delinquency and mortgage delinquency rates rising; financial distress ratcheting up | Macro/Economy | — |
| prereq | 238_054 | Post-capitalist society: compute, energy, raw materials will be the scarce resources (money less valuable) | Macro/Economy | — |
| prereq | 244_021 | AI press will continue to dramatize machines replacing humans | Media/Ads | — |
| prereq | 236_028 | AI chatbot/AI romance trend growing unfortunately | Consumer | — |
| prereq | 236_031 | Wealth concentration will pick up as firms have fewer workers | Macro/Economy | — |
| prereq | 244_006 | Joby vertiports will need to be designed for mass market with multiple vehicles landing/taking off | Auto/Transport | — |
| prereq | 243_046 | When Uber opens in a market, drunk driving incidents go down significantly | Consumer | — |
| prereq | 241_031 | Scientists don't agree yet on approach for recursive self-improvement | AI | — |
| prereq | 243_043 | Tesla Cybercab priced around $30K vs Waymo cars around $150K | Auto/Transport | — |
| prereq | 236_035 | Significant proportion of Americans will serve the top 20% as nannies/assistants | Labor/Jobs | — |
| prereq | 241_030 | Low-skilled labor of any kind gets swept up by automation | Labor/Jobs | — |
| prereq | 243_042 | Within-hour delivery of anything to home is focus going forward | Consumer | — |
| prereq | 243_041 | Delivery/retail (non-food) business growing much faster than expected | Consumer | — |
| prereq | 238_048 | US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt) | Geopolitics | — |
| prereq | 243_040 | Suburban markets will be a new growth opportunity via drone delivery | Consumer | — |
| prereq | 243_032 | Uber business growing at >20% and audience growing at ~20% | Markets/Stocks | — |
| prereq | CMQ_008 | Rapid agentic automation of white-collar work could precipitate an employment crisis requiring entirely new tax structures to manage displacement. | Labor/Jobs | — |
| prereq | 229_006 | Figure will graduate from room-scale autonomy to full-house autonomy next. | Robotics | — |
| prereq | 229_015 | The current Figure facility will top out around 50,000 units per year at full capacity. | Robotics | — |
| prereq | 231_009 | India will be the rising giant for the next 20-30 years, with Africa following. | Geopolitics | — |
| prereq | 232_013 | Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity. | AI | — |
| prereq | 232_020 | Real danger that US slows AI enough to fall behind China, losing control over societal outcomes. | Geopolitics | — |
| prereq | 232_025 | Massive concurrent prosperity and social unrest ahead as AI wealth concentrates. | Macro/Economy | — |
| prereq | 232_027 | Entry-level/couch-potato workers will find it harder to get simple jobs; but entrepreneurial opportunity is unlimited. | Labor/Jobs | — |
| prereq | 232_028 | In AI age there will be unlimited entrepreneurial opportunity; the 'only AI' displacement narrative is wrong. | Labor/Jobs | — |
| prereq | 232_047 | Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow. | Space | — |
| prereq | 234_022 | Consulting firms face the biggest advisory opportunity in the history of mankind | Labor/Jobs | — |
| prereq | 234_024 | Financial systems between AI and blockchain will become self-auditing on a real-time basis | Labor/Jobs | — |
| prereq | 234_034 | Andrew Yang predicts 20-50% of 70M US white collar workers could be displaced in 1-2 years | Labor/Jobs | — |
| prereq | 235_011 | PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure. | Markets/Stocks | — |
| prereq | 236_005 | Anthropic predicts 50% of entry-level white collar jobs automated in 1-5 years | Labor/Jobs | — |
| prereq | 236_015 | Unnamed tech CEO plans to fire 15% of workers now, 20% in 2 years, 20% more after | Labor/Jobs | — |
| prereq | 236_025 | Suburban housing prices will fall as white collar workers lose jobs and sell homes | Real Estate | — |
| prereq | 236_040 | CEO will be last to go in AI wave of automation | Labor/Jobs | — |
| prereq | 236_044 | Universities turning into incubators/venture studios is the only way they survive | Education | — |
| prereq | 236_050 | Poverty level around $25K per person going forward | Macro/Economy | — |
| prereq | 237_003 | 12 months in AI will be like 12 years; the next year will be wild. | AI | — |
| prereq | 237_012 | Over the next 12 months OpenClaw technology will be digested into corporations, causing destruction (layoffs) but also growth. | Labor/Jobs | — |
| prereq | 238_025 | AI computer-use benchmarks (OSWorld, Tbench) have broken through human level | AI | — |
| prereq | 238_032 | End-state of AI is abundance and post-scarce labor — path is 'no firewall' | Labor/Jobs | — |
| prereq | 238_046 | xAI will build every new data center at 1.2 gigawatts scale | Energy | — |
| prereq | 238_052 | $100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk) | Markets/Stocks | — |
| prereq | 238_053 | Innovation is no longer capital constrained — permissionless disruptive innovation is now the norm | Macro/Economy | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
| prereq | 239_009 | People will be on Mars within 10 years | Space | — |
| prereq | 239_015 | Tesla output per employee will become very very high | Labor/Jobs | — |
| prereq | 239_016 | Tesla will not do layoffs and will increase headcount | Labor/Jobs | — |
| prereq | 239_018 | Universal High Income will be implemented | Macro/Economy | — |
| prereq | 239_019 | Deflation will occur as goods/services output exceeds money supply growth | Macro/Economy | — |
| prereq | 239_023 | AI and robotics are the only way to solve US budget deficit and avoid bankruptcy | Macro/Economy | — |
| prereq | 240_006 | OpenClaw on AWS will be the biggest enterprise unlock in decades | AI | — |
| prereq | 240_034 | Morgan Stanley forecasts 13-40GW data center power shortfall through 2028 | Energy | — |
| prereq | 241_025 | Elon Musk predicts launch per hour cadence to populate satellite constellations | Space | — |
| prereq | 241_032 | World can accommodate ~10 frontier AI companies at scale | AI | — |
| prereq | 241_033 | Few frontier AI companies will be in China | AI | — |
| prereq | 241_034 | One or two frontier AI companies in Europe | AI | — |
| prereq | 241_040 | A Chernobyl-like AI tragedy is likely to happen, will awaken world to act | AI | — |
| prereq | 241_041 | Biological and nuclear attacks spawned by AI are real dangers | AI | — |
| prereq | 241_046 | Gemini 3 is probably the broadest of the non-Chinese AI systems | AI | — |
| prereq | 241_051 | AI systems eventually won't have the ability to do completely new things | AI | — |
| prereq | 241_057 | Elon Musk believes robot building robot is imminent | Robotics | — |
| prereq | 241_058 | High-skilled mechanical labor will be one of the last things to go in automation | Labor/Jobs | — |
| prereq | 242_001 | Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global production | AI | — |
| prereq | 242_029 | Typical companies will run with 20-25% of current employees | Labor/Jobs | — |
| prereq | 243_027 | Joby end-to-end eVTOL service in Abu Dhabi launching end of 2026 | Auto/Transport | — |
| prereq | 243_045 | Joby Abu Dhabi partnership will save hours of travel time | Auto/Transport | — |
| prereq | 244_007 | Vertiports will target airports and city centers as high-traffic locations | Real Estate | — |
| prereq | 244_012 | Uber will monetize its Didi stake at some point | Markets/Stocks | — |
| prereq | 244_024 | Hopes society will adjust as work is augmented and new work shows up | Labor/Jobs | — |
| prereq | 244_028 | Labor ownership of assets is a positive direction society will move in | Macro/Economy | — |
| prereq | 246_025 | Sam Altman predicts world-shaking cyber attack this year (2026). | AI | — |
| prereq | 247_022 | Companies will run with 20-25% of previous workforce, spawn 4-5x more companies | Labor/Jobs | — |
| prereq | 247_049 | Solar PV capped materially less than 100% efficiency by physics | Energy | — |
| prereq | 248_008 | Jack Dorsey aims to reduce Block's org depth from 5 to 2-3 layers this year. | AI | — |
| prereq | 248_024 | AI will drive an explosion of new religions and AI cults. | Other | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
| prereq | 238_006 | Coders will go away in the next five years (original prediction made ~3 years ago; confirmed happening in 3 years) | Labor/Jobs | — |
| prereq | 238_005 | By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly free | AI | — |
| prereq | 237_027 | 100 million people using OpenClaw will each start businesses hiring ~3 people, creating more jobs than FANG layoffs destroy. | Labor/Jobs | — |
| prereq | 237_023 | Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time. | AI | — |
| prereq | 237_018 | We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come. | AI | — |
| prereq | 234_026 | AI rent-a-human service feature of scoring humor/visuals will be gone in months | AI | — |
| prereq | 242_028 | AI could automate 25% of US work hours | Labor/Jobs | — |
| prereq | 242_030 | Near-future reverse discrimination where humans need not apply for many jobs | Labor/Jobs | — |
| prereq | 242_034 | AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x) | Markets/Stocks | — |
| prereq | 248_032 | First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive. | Biotech/Longevity | — |
| prereq | 243_028 | Joby eVTOL service hopefully coming to US sometime next year (2027) | Auto/Transport | — |
| prereq | 234_006 | Over the next 10 years, substantially all important science and engineering problems will get solved | AI | — |
| prereq | 234_001 | India will be the next giant on the rise while China is on the decline | Geopolitics | — |
| prereq | 248_034 | Capital chasing AI stories is outpacing operating reality; narrative leverage warning. | Markets/Stocks | — |
| prereq | 248_036 | AI will enable one-person conglomerates and one-person religions. | AI | — |
| prereq | 232_032 | Crypto will become pervasive utility for AI; a ledger of truth is also needed. | Crypto | — |
| prereq | 232_029 | Entry-level workers have approximately 2 years to secure employment before AI shuts down vertical mobility. | Labor/Jobs | — |
| prereq | 244_025 | Open question whether society can adjust fast enough to AI/automation pace | Labor/Jobs | — |
| prereq | 248_049 | Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision. | AI | — |
| prereq | 232_005 | Big enterprises will not reach total AI efficiency very fast. | Labor/Jobs | — |
| prereq | 231_047 | Solving physics with AI has very high likelihood in next 2 years. | AI | — |
| prereq | 231_046 | Over the next 10 years humanity will live through top 50 science fiction plots simultaneously. | AI | — |
| prereq | 245_018 | Invasive species problem is currently measured at $5.4 trillion globally | Macro/Economy | — |
| prereq | 245_019 | US spends over $500B per year on invasive species economic impact | Macro/Economy | — |
| prereq | 245_035 | Gene drive tech is safer than prior dispersals and can be rolled back | Biotech/Longevity | — |
| prereq | 245_038 | People buying clones of their dogs is a profitable ongoing consumer business (will persist) | Consumer | — |
| prereq | 246_023 | Grok 5 release ~20% probability for Q2 2026 per PolyMarket. | AI | — |
| prereq | 229_004 | By summer 2026, Figure will have almost none of its supply chain in China. | Geopolitics | — |
| prereq | 231_010 | China has peaked and is going to be on descent. | Geopolitics | — |
| prereq | 230_036 | New job categories will emerge: target designers, data rights brokers, targeting system shapers. | Labor/Jobs | — |
| prereq | 230_031 | We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now. | AI | — |
| prereq | 247_021 | Net job creation likely, exotic new jobs like one-person AI conglomerates | Labor/Jobs | — |
| prereq | 230_001 | A billion-dollar revenue company is already being run by an AI CEO (with human as legal puppet). | AI | — |
| prereq | 230_029 | Cognition is becoming a commodity — intelligence will flow like oil. | AI | — |
| prereq | 239_010 | Mass driver on the moon within 10 years | Space | — |
| prereq | 230_028 | Artisanal intelligence / the lone genius is dead — solutions will come from systems enabling millions. | AI | — |
| prereq | 230_027 | We are in an intelligence revolution — a war on scarce human attention — weapon is the token. | AI | — |
| prereq | 230_026 | The QWERTY keyboard will persist until the heat death of the universe. | Consumer | — |
| prereq | 239_021 | Money will stop being relevant at some point | Macro/Economy | — |
| prereq | 247_048 | Battery energy densities improving 8% year-over-year per constant dollar | Energy | — |
| prereq | 239_028 | Intelligence harnessing up to 1 millionth of sun's energy possible | Energy | — |
| prereq | 239_004 | xAI/Grok will catch up and exceed competitors on coding by mid-2026 | AI | — |
| prereq | 229_043 | Figure expects to hire a small handful of lead customers rather than broad distribution over next 6-12 months. | Robotics | — |
| prereq | 240_015 | Post-transformer architectures will make a 1000x cost reduction look like child's play | AI | — |
| prereq | 240_032 | PSI's GPD will solve some of the hardest physics problems over the next few years | AI | — |
| prereq | 240_039 | Any company will be run by 20-25% of current employees post-organizational singularity | Labor/Jobs | — |
| prereq | 239_002 | AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latest | AI | — |
| prereq | 240_046 | Public interest in any alien disclosure will fade within one or two days | Media/Ads | — |
| prereq | 240_051 | After first state passes retraining law, all other states will race to fire people first | Labor/Jobs | — |
| prereq | 240_059 | AI eventually drives costs of goods to just cost of electricity and materials | Macro/Economy | — |
| prereq | 238_066 | Pete Donovan aspires to build 20,000 distributed 10MW data centers across US high-school-football towns | Energy | — |
| prereq | 238_063 | Automating companies with AI leaves ~25% of employees doing oversight; 5x more companies will be created, keeping employment flat | Labor/Jobs | — |
| prereq | 238_060 | Universal basic AI (UBI for AI/compute) will be required — money must come from being human, not banks | Macro/Economy | — |
| prereq | 238_047 | US will add 86 GW of new grid capacity in 2026, 51% from solar | Energy | — |
| prereq | 238_042 | Iris scanning will improve to a 3-meter (and longer) range at retail stores | Consumer | — |
| prereq | 238_039 | Apple's underused unified memory overhang will likely collapse within the next year | AI | — |
| prereq | 237_016 | A specific-sliver OpenClaw-powered vertical SaaS could become a $5 million company overnight for ~$200 subscription cost. | Markets/Stocks | — |
| prereq | 237_014 | Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw. | Labor/Jobs | — |
| prereq | 237_013 | Over 12-24 months value created by consumer adoption of OpenClaw will outweigh corporate destruction. | Macro/Economy | — |
| prereq | 229_032 | Figure will ship a figure with 'personality' the user can talk to and that remembers, over the next year or two. | AI | — |
| prereq | 241_035 | Maybe one frontier AI company in India | AI | — |
| prereq | 237_005 | Apple can flip being viewed as AI loser and win the AI consumer race by leveraging Mac devices for local AI. | Markets/Stocks | — |
| prereq | 248_022 | Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings. | Markets/Stocks | — |
| prereq | 241_042 | Post-tragedy, global leaders (US, China) will convene on AI governance | Geopolitics | — |
| prereq | 236_032 | AI has chance of fixing poverty globally | Macro/Economy | — |
| prereq | 229_003 | Figure is effectively sold out on its current customer base for the next two to three years. | Robotics | — |
| prereq | 236_001 | Universal High Income and social unrest will both happen simultaneously | Macro/Economy | — |
| prereq | 235_045 | Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading). | Consumer | — |
| prereq | 235_039 | AI will enter government through procurement, defense, health, infrastructure benefits, overwhelming immune system. | Geopolitics | — |
| prereq | 234_050 | Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities | AI | — |
| prereq | 248_028 | Personalized AI-designed medicine stories will repeat until it's n=10 billion. | Biotech/Longevity | — |
| prereq | 234_027 | Element Biosciences will launch $600K desktop $100-per-genome machine in second half of 2026 | Biotech/Longevity | — |
| prereq | 234_009 | Pentagon and Anthropic will resolve their standoff amicably | Defense | — |
| prereq | 246_048 | Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run. | AI | — |
| prereq | 248_044 | Alex: likely user ~1 million of a BCI implant (not 101) once upgradeable. | Biotech/Longevity | — |
| prereq | 246_030 | DeepSeek V4 will NOT shock markets like prior DeepSeek releases. | Markets/Stocks | — |
| prereq | 240_031 | Samsung will be optimized by orders of magnitude by Elon | AI | — |
| prereq | 233_021 | AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing. | AI | — |
| prereq | 233_018 | Alpha's private school market is a $50 billion opportunity. | Education | — |
| prereq | 233_011 | Government ministries of education globally will wait and see until dramatically more proof exists before adoption. | Education | — |
| prereq | 233_010 | Alpha aims to build 10,000 schools and reach a billion kids over 20 years. | Education | — |
| prereq | 230_032 | Near future will see multiple spheres of influence each independently locking itself in (geopolitically). | Geopolitics | — |
| prereq | 233_009 | A motivational learning bundle with video game designers will be released in 2026. | Education | — |
| prereq | 233_003 | Any student is capable of reaching 99th percentile in reading, writing, math, and science with mastery-based tutoring. | Education | — |
| prereq | 230_015 | For the next few years more people will end up doing more work, not less (996 turns into 997). | Labor/Jobs | — |
| prereq | 247_005 | Harvard worth 3-4x more book value if restructured as PBC | Markets/Stocks | — |
| prereq | 248_014 | If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip. | AI | — |
| prereq | 240_045 | White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer) | Geopolitics | — |
| prereq | 248_047 | Memory companies' stock prices will continue increasing despite algorithmic efficiency gains. | Markets/Stocks | — |
| prereq | 236_043 | Universities will become largest incubators on the planet | Education | — |
| prereq | 236_039 | Data centers/hyperscalers will subsidize electricity/services for consumers | Energy | — |
| prereq | 248_018 | Young software developer job decline is self-correcting and has reversed in recent months. | Labor/Jobs | — |
| prereq | 247_012 | The bar for AI startups will rise to require being recursively self-improving | AI | — |
| prereq | 247_017 | Some form of 'capitalism 2.0' or post-scarcity capitalism will emerge eventually | Macro/Economy | — |
| prereq | 247_019 | AI could empower individuals to become micro entrepreneurs without need for new social contract | Macro/Economy | — |
| prereq | 247_054 | Real estate will be made post-scarce by AI (land growth via AI) | Real Estate | — |
| prereq | 231_019 | Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years. | Other | — |
| prereq | 235_043 | Anthropic may win legal challenge against Dept of War classification. | Defense | — |
| prereq | 248_025 | Religion will consolidate globally around fewer major religions while proliferating micro cults/sects. | Other | — |
| prereq | 245_017 | Disease/drought-resistant plants and animals market is currently hundreds of billions of dollars | Biotech/Longevity | — |
| prereq | 240_004 | A new repo from 2027 will go from zero to a billion stars in 5 minutes | AI | — |
| prereq | 248_026 | Organized religions will embrace AI barring a civilization-level disruption. | Other | — |
| prereq | 234_043 | Harvard or MIT IPO could triple or quadruple their underlying book value | Education | — |
| prereq | 234_041 | 50% probability fundamental physics could be solved in the next few years | Other | — |
| prereq | 234_038 | Real estate is not an asset class impervious to the singularity | Real Estate | — |
| prereq | 238_069 | The path to the abundant end-state will include diverse mutually-exclusive nation-state/business paths | Geopolitics | — |
| prereq | 234_011 | Pentagon pressure on frontier labs to shape cultural values will increase | Defense | — |
| prereq | 246_018 | Killer app of compact fusion reactors will be interplanetary/interstellar propulsion, not data centers. | Energy | — |
| prereq | 248_031 | Enhanced Games world records will accelerate on a scaling-law-style trajectory year over year. | Biotech/Longevity | — |
| prereq | 240_017 | Optimization may eliminate need to tile the world with data centers or massive energy buildout | Energy | — |
| prereq | 240_030 | Tesla's independent chip production would derisk potential Chinese invasion of Taiwan | Geopolitics | — |
| prereq | 242_055 | Activist investing will be disrupted by AI writing open letters to public firms | Markets/Stocks | — |
| prereq | 247_056 | Net job loss probably not; dynamism with some categories going away | Labor/Jobs | — |
| prereq | 230_039 | Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate. | Education | — |
| prereq | 232_059 | Universal basic equity / sovereign dividends will eventually put everyone on capital side of ledger. | Macro/Economy | — |
| prereq | 248_029 | Regime change at the FDA is not beyond the realm of reason. | Biotech/Longevity | — |
| prereq | 238_028 | Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins) | Markets/Stocks | — |
| prereq | 238_056 | Capital itself might become mortal (capitalism may lose fights with labor for first time in history) | Macro/Economy | — |
| prereq | 236_038 | Universities (Harvard, MIT, Stanford) will transition to for-profit public benefit companies | Education | — |
| prereq | 235_035 | Apple finally launching AI with Gemini integration at WWDC in June 2026. | AI | — |
| prereq | 233_019 | Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback. | Education | — |
| prereq | 230_022 | Elon plans to produce tens of millions of robots per year in just a few years. | Robotics | — |
| prereq | 247_013 | 99% of randomly selected white collar jobs could be replaced by AI today | Labor/Jobs | — |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | See 232_014. |
Linked documents (10)
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
"mode": "THESIS",
"role": "Host",
"context": "when are we going to see rec recursive self-improvement? And uh I kind of felt like he said like three years out. What's your answer to that? Maybe three months ago. We're in the middle of recursive self-improvement now... Almost every major Frontier lab has made it quite clear in their public announcements that all of the Frontier models... were largely designed and trained by their predecessors. That is by definition recursive self-improvement. We are there.",
"to_year": 2026,
"verbatim": "Maybe three months ago. We're in the middle of recursive self-improvement now. And I I I would say my estimate of the San Francisco consensus, we're deep in the middle of recursive self-improvement right now.",
"conv_cues": "we're deep in the middle; by definition",
"direction": "HAPPEN",
"from_year": 2025,
"timeframe": "Now (began ~Dec 2025)",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
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"expected_date": "2026-01-07",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
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"label": "Figure will graduate from room-scale autonomy to full-house autonomy next.",
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"kind": "cascade",
"label": "The current Figure facility will top out around 50,000 units per year at full capacity.",
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"expected_date": "2026-06-18",
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},
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"kind": "cascade",
"label": "Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control.",
"status": "pending",
"weight": 0.5,
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"source_id": "229_007",
"expected_date": "2026-06-28",
"observed_date": null
},
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"kind": "cascade",
"label": "By summer 2026, Figure will have almost none of its supply chain in China.",
"status": "pending",
"weight": 0.5,
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... (truncated)