← Cockpit
238_009predictionAIAI-timing

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

Prior probability
92.0%
Current probability
78.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
hit
Window
2025-12-01 – 2025-12-31
Edges in / out
6 / 313
Tickers exposed
33

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

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
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

Status: hit

See 232_014.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
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

Linked via embedding similarity 0.567

Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)

Base rate
20.0%
1/5 historical
Inside weight
Outside weight
no pull
inside 78.1% → blend 78.1% 0.0pp)

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

7 prob_history rows
0%25%50%75%100%prior 92%2026-04-292026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 78.1%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 3 overdue ⏱
  1. 2026-01-07overdueQ1 window check-in (25%)
  2. 2026-02-13overdueQ2 window check-in (50%)
  3. 2026-03-22overdueQ3 window check-in (75%)

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 78%)

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

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z78.1%-1.6pp
Network propagation: 79.7% → 78.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z79.7%-2.7pp
Network propagation: 82.4% → 79.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z82.4%-4.2pp
Network propagation: 86.6% → 82.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z86.6%-5.4pp
Network propagation: 92.0% → 86.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z92.0%+4.9pp
reference_class_assigned bayesian_v2 inside=0.920 blend=0.920 w_in=1.00 agi_breakthrough_5y
LBP2026-04-30T02:18:57Z87.1%-4.9pp
Network propagation: 92.0% → 87.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
resolution_terminal2026-04-29T22:23:17Z100.0%+13.4pp
resolution_terminal hit outcome=1.0 pre_resolution=0.866
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 edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.9200.050-0.097
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.9200.050-0.085
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.9200.050-0.069
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.920+0.052
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.920-0.035

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereqCMQ_004
AGI-like models matching or outperforming human experts acroDario Amodei
27.6%0.6000.050+0.198
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.198
prereq248_040
Pausing AI will fail and only accelerate race dynamics.Alex Wissner-Gross
53.0%0.9200.050+0.192
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050+0.155
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.149

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (313)

Predictions enabled by this
TypePredTitleDomainLag
prereq229_047Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.AI
prereq241_006Everyone is out of hardware and electricity due to AI boomAI
prereq241_004AI progress is not stoppable or controllable by any government, individual, or corporationAI
prereq229_013The next 12-18 months will be the largest AI transformation ever seen.AI
prereq241_052Standard AI data centers being built at 400 MW scale, half-mile longEnergy
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq233_020Texas Sports Academy will operate at $300/month per parent using Texas billion-dollar voucher program.Education
prereq248_040Pausing AI will fail and only accelerate race dynamics.AI
prereq238_010AI takeoff/inflection is happening nowAI
prereq232_014Recursive self-improvement is already here, not 12 months away.AI
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereqSEM_036World-class AI programmers will appear within 1-2 years (by 2027-2028).AI/Cognition
prereq238_020Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently)AI
prereqCMQ_001By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.AI
prereq247_034Dario Amodei said double human lifespan within the decadeBiotech/Longevity
prereq231_021Privacy is cooked; every major company will have AI-recording wearables and micro drones gathering data.Consumer
prereq247_033Timelines for solving all disease are collapsing; Demis says cure all disease within a decadeBiotech/Longevity
prereq230_011Enterprise software will be dead because AI can just write code (per Dario Amodei).Markets/Stocks
prereq237_025We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.AI
prereqCMQ_005AI will handle the entire software development process end-to-end within 6-12 months (by late 2026) — humans relegated to reviewer/editor role.AI
prereq241_018Algorithms becoming more efficient will not reduce power demand - it will increase (Jevons paradox)Energy
prereq241_011By end of 2026, no one will write code manually - it'll be a quaint skillLabor/Jobs
prereq231_011The country that trains its next generation on AI wins the entire talent war.Geopolitics
prereq231_012Within 6 months to a year physics problems will be massively addressed by AI.AI
prereq238_055Marginal cost of production will approach zero for most goods (molecular manufacturing + 3D printing)Macro/Economy
prereq240_044College bankruptcy rates in the US are skyrocketingEducation
prereq240_043CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professionsLabor/Jobs
prereq231_043Lack of hiring for junior positions will cause social unrest from young people who can't get jobs.Labor/Jobs
prereq231_044Universal High Income programs need to be figured out in next 2-3 years.Macro/Economy
prereq244_032Uber will cash flow $10B this year (2026)Markets/Stocks
prereq232_018We are living through a moment that will be in history for thousands of years: nonhuman intelligence arrived.AI
prereq232_041PhD students in the US should have green cards stapled to their PhD at graduation.Geopolitics
prereq233_001Rapid pace of AI will soon require every major company to begin reskilling employees.Labor/Jobs
prereq233_002Colleges will continue going bankrupt as perceived importance declines and tuition costs escalate.Education
prereq243_044Tesla with FSD is 10 times safer than human driving (host claim)Auto/Transport
prereq233_016Alpha will keep opening schools coast-to-coast; 13 new schools this year with more to come.Education
prereq233_017Reskilling using AI technology will be fundamentally critical for workforce.Labor/Jobs
prereq234_005Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over a decadeAI
prereq242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
prereq242_022Personal garages at home will disappearReal Estate
prereq234_02380% of audit tech team roles at big four firms to disappearLabor/Jobs
prereq242_012Flying cars (eVTOLs) will be operating in US within 18 monthsAuto/Transport
prereq247_046AI investment will reach $3 billion per day, up from $2B in 2025AI
prereq241_060Data centers will be built in space / rockets will carry data centersSpace
prereq234_042AI displacement will collapse the payroll tax base funding Medicare/Social SecurityMacro/Economy
prereq241_059Government will continue unleashing capital to solve AI power problemsEnergy
prereq230_025The next 18 months to 2 years will set the rules for the next century.AI
prereq235_022US will add a record 86 gigawatts of utility-scale capacity this coming year.Energy
prereq241_054Space wins by far on energy argument for data centersSpace
prereq247_041AI-powered drugs have 85% phase 1 success vs 52% traditionalBiotech/Longevity
prereq236_026College bankruptcy rate will skyrocketEducation
prereq241_044Rate of data center construction will continue accelerating with government supportEnergy
prereq241_043ASI will arrive within 2 years to 5 years to this next decadeAI
prereq236_047New emotional pandemic of fear and anger comingMacro/Economy
prereq236_048Dropping birth rate not just China but Japan all-time low, South Korea, much of worldMacro/Economy
prereq237_001Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent.AI
prereq237_002We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed.AI
prereq237_004Mac Mini sales will continue their exponential growth driven by local AI demand.Consumer
prereq241_026Space data center technology is understood and largely figured outSpace
prereq241_024Heat dissipation and radiation issues in space data centers will be addressedSpace
prereq238_004Future Vision X-Prize will produce at least one (possibly two) feature films depicting the futureMedia/Ads
prereq241_038Chinese AI strategy is edge computing focused vs US AGI/ASI centeredAI
prereq243_029Drone delivery will enable food delivery in 10-15 minutes in suburban marketsConsumer
prereq247_032Full cell simulation achievable within 5 yearsBiotech/Longevity
prereq241_037Chinese AI strategy will stay open source / open weightsAI
prereq246_026In next year, significant cyber threats to mitigate from AI models (cited Altman).AI
prereq247_006Anthropic ARR will reach $100 billion by end of 2026AI
prereq247_059African nations will be impacted least by AI transitionLabor/Jobs
prereq236_046Social unrest unfortunately much closer than we'd like to thinkMacro/Economy
prereq241_063America needs to win AI race with smart immigration policyGeopolitics
prereq241_0201 GW of power = ~$50 billion in hardware/software/data centersEnergy
prereq241_062Best AI labs will need to be controlled by humans (at the moment)AI
prereq241_019AI scaling laws have not hit an asymptote yetAI
prereq246_045Post-capitalist society with zero marginal cost approaching.Macro/Economy
prereq241_02310% of US electricity will be used by data centersEnergy
prereq241_055Next frontier of AI infrastructure is spaceSpace
prereq237_024Skippy will listen to this YouTube video and self-improve based on the transcript (Peter's expectation).AI
prereq235_012Large companies cannot pivot rapidly enough; zero ability to change.Markets/Stocks
prereq235_014Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability.AI
prereq246_035Terafab pilot phase is $25B, yielding ~$4B/year revenue for Intel.AI
prereq241_012Jobs impact from AI will occur at some pointLabor/Jobs
prereq238_017Uber will automate approximately 30% of its employment this year (2026)Labor/Jobs
prereq235_036AI-generated images will eliminate commercial photography, illustrators and stock image platforms.Media/Ads
prereq241_01692 GW power shortage in America between now and 2030Energy
prereq229_007Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control.Robotics
prereq241_049Underage kids / AI vulnerability problem must be solved - line we can't crossAI
prereq241_048AI/LLM will be the expression platform for student art, music, writingEducation
prereq241_047Universities should create prompt engineering course starting September for all freshmenEducation
prereq236_003Jobs will get whisked away in many firms in 2026Labor/Jobs
prereq241_036No frontier AI company will emerge in Russia due to warAI
prereq236_006AI entrepreneurs will get phenomenally wealthy and give most awayMacro/Economy
prereq236_012An independent candidate will get outsized support in 2028 despite attacksGeopolitics
prereq236_014Publicly traded companies will fire white collar workers very quicklyLabor/Jobs
prereq241_017Equivalent of ~60 nuclear plants needed by 2030 but essentially zero being builtEnergy
prereq236_016College premium is quickly evaporatingEducation
prereq244_037Uber will automate 20-30% of tasks, not 100%, leaving plenty of workLabor/Jobs
prereq240_005The organizational singularity will impact every company, nonprofit, and governmentAI
prereq236_023AI will replace white-collar jobs: 20-50% of 70M US office workers in 12-18 monthsLabor/Jobs
prereq236_024Commercial real estate will come under tremendous pressureReal Estate
prereq244_035Uber will only enter adjacencies that 'rhyme' with core capabilitiesOther
prereq244_033Uber will take big bets on adjacent fields, some will failMarkets/Stocks
prereq230_044Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats.Geopolitics
prereq232_006YouTube will win from AI video content proliferation as everyone produces resonant content.Media/Ads
prereq239_003We are currently in AI hard takeoffAI
prereq241_009Top programmers will become MORE valuable, not less, due to AILabor/Jobs
prereq246_027AI models will be capable enough for terrorist groups to create novel pathogens (near future).AI
prereqCMQ_004AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.AI
prereqSEM_049AI will soon fully automate software engineering, achieving massive cost reductions via iterative self-improvement.AI/Software
prereq232_026World will split into consumers and creators (couch potatoes vs Star Trek employees).Labor/Jobs
prereqSEM_037For 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
prereq241_010Industry will consolidate into small number of very large companies and very large number of very small companiesMacro/Economy
prereq244_023Over next 10 years, will see a lot of augmentation of work and some replacementLabor/Jobs
prereq244_022Automation will typically augment work rather than replace itLabor/Jobs
prereq236_027Debt delinquency and mortgage delinquency rates rising; financial distress ratcheting upMacro/Economy
prereq238_054Post-capitalist society: compute, energy, raw materials will be the scarce resources (money less valuable)Macro/Economy
prereq244_021AI press will continue to dramatize machines replacing humansMedia/Ads
prereq236_028AI chatbot/AI romance trend growing unfortunatelyConsumer
prereq236_031Wealth concentration will pick up as firms have fewer workersMacro/Economy
prereq244_006Joby vertiports will need to be designed for mass market with multiple vehicles landing/taking offAuto/Transport
prereq243_046When Uber opens in a market, drunk driving incidents go down significantlyConsumer
prereq241_031Scientists don't agree yet on approach for recursive self-improvementAI
prereq243_043Tesla Cybercab priced around $30K vs Waymo cars around $150KAuto/Transport
prereq236_035Significant proportion of Americans will serve the top 20% as nannies/assistantsLabor/Jobs
prereq241_030Low-skilled labor of any kind gets swept up by automationLabor/Jobs
prereq243_042Within-hour delivery of anything to home is focus going forwardConsumer
prereq243_041Delivery/retail (non-food) business growing much faster than expectedConsumer
prereq238_048US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)Geopolitics
prereq243_040Suburban markets will be a new growth opportunity via drone deliveryConsumer
prereq243_032Uber business growing at >20% and audience growing at ~20%Markets/Stocks
prereqCMQ_008Rapid agentic automation of white-collar work could precipitate an employment crisis requiring entirely new tax structures to manage displacement.Labor/Jobs
prereq229_006Figure will graduate from room-scale autonomy to full-house autonomy next.Robotics
prereq229_015The current Figure facility will top out around 50,000 units per year at full capacity.Robotics
prereq231_009India will be the rising giant for the next 20-30 years, with Africa following.Geopolitics
prereq232_013Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.AI
prereq232_020Real danger that US slows AI enough to fall behind China, losing control over societal outcomes.Geopolitics
prereq232_025Massive concurrent prosperity and social unrest ahead as AI wealth concentrates.Macro/Economy
prereq232_027Entry-level/couch-potato workers will find it harder to get simple jobs; but entrepreneurial opportunity is unlimited.Labor/Jobs
prereq232_028In AI age there will be unlimited entrepreneurial opportunity; the 'only AI' displacement narrative is wrong.Labor/Jobs
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space
prereq234_022Consulting firms face the biggest advisory opportunity in the history of mankindLabor/Jobs
prereq234_024Financial systems between AI and blockchain will become self-auditing on a real-time basisLabor/Jobs
prereq234_034Andrew Yang predicts 20-50% of 70M US white collar workers could be displaced in 1-2 yearsLabor/Jobs
prereq235_011PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure.Markets/Stocks
prereq236_005Anthropic predicts 50% of entry-level white collar jobs automated in 1-5 yearsLabor/Jobs
prereq236_015Unnamed tech CEO plans to fire 15% of workers now, 20% in 2 years, 20% more afterLabor/Jobs
prereq236_025Suburban housing prices will fall as white collar workers lose jobs and sell homesReal Estate
prereq236_040CEO will be last to go in AI wave of automationLabor/Jobs
prereq236_044Universities turning into incubators/venture studios is the only way they surviveEducation
prereq236_050Poverty level around $25K per person going forwardMacro/Economy
prereq237_00312 months in AI will be like 12 years; the next year will be wild.AI
prereq237_012Over the next 12 months OpenClaw technology will be digested into corporations, causing destruction (layoffs) but also growth.Labor/Jobs
prereq238_025AI computer-use benchmarks (OSWorld, Tbench) have broken through human levelAI
prereq238_032End-state of AI is abundance and post-scarce labor — path is 'no firewall'Labor/Jobs
prereq238_046xAI will build every new data center at 1.2 gigawatts scaleEnergy
prereq238_052$100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk)Markets/Stocks
prereq238_053Innovation is no longer capital constrained — permissionless disruptive innovation is now the normMacro/Economy
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq239_015Tesla output per employee will become very very highLabor/Jobs
prereq239_016Tesla will not do layoffs and will increase headcountLabor/Jobs
prereq239_018Universal High Income will be implementedMacro/Economy
prereq239_019Deflation will occur as goods/services output exceeds money supply growthMacro/Economy
prereq239_023AI and robotics are the only way to solve US budget deficit and avoid bankruptcyMacro/Economy
prereq240_006OpenClaw on AWS will be the biggest enterprise unlock in decadesAI
prereq240_034Morgan Stanley forecasts 13-40GW data center power shortfall through 2028Energy
prereq241_025Elon Musk predicts launch per hour cadence to populate satellite constellationsSpace
prereq241_032World can accommodate ~10 frontier AI companies at scaleAI
prereq241_033Few frontier AI companies will be in ChinaAI
prereq241_034One or two frontier AI companies in EuropeAI
prereq241_040A Chernobyl-like AI tragedy is likely to happen, will awaken world to actAI
prereq241_041Biological and nuclear attacks spawned by AI are real dangersAI
prereq241_046Gemini 3 is probably the broadest of the non-Chinese AI systemsAI
prereq241_051AI systems eventually won't have the ability to do completely new thingsAI
prereq241_057Elon Musk believes robot building robot is imminentRobotics
prereq241_058High-skilled mechanical labor will be one of the last things to go in automationLabor/Jobs
prereq242_001Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global productionAI
prereq242_029Typical companies will run with 20-25% of current employeesLabor/Jobs
prereq243_027Joby end-to-end eVTOL service in Abu Dhabi launching end of 2026Auto/Transport
prereq243_045Joby Abu Dhabi partnership will save hours of travel timeAuto/Transport
prereq244_007Vertiports will target airports and city centers as high-traffic locationsReal Estate
prereq244_012Uber will monetize its Didi stake at some pointMarkets/Stocks
prereq244_024Hopes society will adjust as work is augmented and new work shows upLabor/Jobs
prereq244_028Labor ownership of assets is a positive direction society will move inMacro/Economy
prereq246_025Sam Altman predicts world-shaking cyber attack this year (2026).AI
prereq247_022Companies will run with 20-25% of previous workforce, spawn 4-5x more companiesLabor/Jobs
prereq247_049Solar PV capped materially less than 100% efficiency by physicsEnergy
prereq248_008Jack Dorsey aims to reduce Block's org depth from 5 to 2-3 layers this year.AI
prereq248_024AI will drive an explosion of new religions and AI cults.Other
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereqCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI
prereq238_006Coders will go away in the next five years (original prediction made ~3 years ago; confirmed happening in 3 years)Labor/Jobs
prereq238_005By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly freeAI
prereq237_027100 million people using OpenClaw will each start businesses hiring ~3 people, creating more jobs than FANG layoffs destroy.Labor/Jobs
prereq237_023Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time.AI
prereq237_018We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.AI
prereq234_026AI rent-a-human service feature of scoring humor/visuals will be gone in monthsAI
prereq242_028AI could automate 25% of US work hoursLabor/Jobs
prereq242_030Near-future reverse discrimination where humans need not apply for many jobsLabor/Jobs
prereq242_034AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)Markets/Stocks
prereq248_032First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.Biotech/Longevity
prereq243_028Joby eVTOL service hopefully coming to US sometime next year (2027)Auto/Transport
prereq234_006Over the next 10 years, substantially all important science and engineering problems will get solvedAI
prereq234_001India will be the next giant on the rise while China is on the declineGeopolitics
prereq248_034Capital chasing AI stories is outpacing operating reality; narrative leverage warning.Markets/Stocks
prereq248_036AI will enable one-person conglomerates and one-person religions.AI
prereq232_032Crypto will become pervasive utility for AI; a ledger of truth is also needed.Crypto
prereq232_029Entry-level workers have approximately 2 years to secure employment before AI shuts down vertical mobility.Labor/Jobs
prereq244_025Open question whether society can adjust fast enough to AI/automation paceLabor/Jobs
prereq248_049Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.AI
prereq232_005Big enterprises will not reach total AI efficiency very fast.Labor/Jobs
prereq231_047Solving physics with AI has very high likelihood in next 2 years.AI
prereq231_046Over the next 10 years humanity will live through top 50 science fiction plots simultaneously.AI
prereq245_018Invasive species problem is currently measured at $5.4 trillion globallyMacro/Economy
prereq245_019US spends over $500B per year on invasive species economic impactMacro/Economy
prereq245_035Gene drive tech is safer than prior dispersals and can be rolled backBiotech/Longevity
prereq245_038People buying clones of their dogs is a profitable ongoing consumer business (will persist)Consumer
prereq246_023Grok 5 release ~20% probability for Q2 2026 per PolyMarket.AI
prereq229_004By summer 2026, Figure will have almost none of its supply chain in China.Geopolitics
prereq231_010China has peaked and is going to be on descent.Geopolitics
prereq230_036New job categories will emerge: target designers, data rights brokers, targeting system shapers.Labor/Jobs
prereq230_031We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.AI
prereq247_021Net job creation likely, exotic new jobs like one-person AI conglomeratesLabor/Jobs
prereq230_001A billion-dollar revenue company is already being run by an AI CEO (with human as legal puppet).AI
prereq230_029Cognition is becoming a commodity — intelligence will flow like oil.AI
prereq239_010Mass driver on the moon within 10 yearsSpace
prereq230_028Artisanal intelligence / the lone genius is dead — solutions will come from systems enabling millions.AI
prereq230_027We are in an intelligence revolution — a war on scarce human attention — weapon is the token.AI
prereq230_026The QWERTY keyboard will persist until the heat death of the universe.Consumer
prereq239_021Money will stop being relevant at some pointMacro/Economy
prereq247_048Battery energy densities improving 8% year-over-year per constant dollarEnergy
prereq239_028Intelligence harnessing up to 1 millionth of sun's energy possibleEnergy
prereq239_004xAI/Grok will catch up and exceed competitors on coding by mid-2026AI
prereq229_043Figure expects to hire a small handful of lead customers rather than broad distribution over next 6-12 months.Robotics
prereq240_015Post-transformer architectures will make a 1000x cost reduction look like child's playAI
prereq240_032PSI's GPD will solve some of the hardest physics problems over the next few yearsAI
prereq240_039Any company will be run by 20-25% of current employees post-organizational singularityLabor/Jobs
prereq239_002AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latestAI
prereq240_046Public interest in any alien disclosure will fade within one or two daysMedia/Ads
prereq240_051After first state passes retraining law, all other states will race to fire people firstLabor/Jobs
prereq240_059AI eventually drives costs of goods to just cost of electricity and materialsMacro/Economy
prereq238_066Pete Donovan aspires to build 20,000 distributed 10MW data centers across US high-school-football townsEnergy
prereq238_063Automating companies with AI leaves ~25% of employees doing oversight; 5x more companies will be created, keeping employment flatLabor/Jobs
prereq238_060Universal basic AI (UBI for AI/compute) will be required — money must come from being human, not banksMacro/Economy
prereq238_047US will add 86 GW of new grid capacity in 2026, 51% from solarEnergy
prereq238_042Iris scanning will improve to a 3-meter (and longer) range at retail storesConsumer
prereq238_039Apple's underused unified memory overhang will likely collapse within the next yearAI
prereq237_016A specific-sliver OpenClaw-powered vertical SaaS could become a $5 million company overnight for ~$200 subscription cost.Markets/Stocks
prereq237_014Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw.Labor/Jobs
prereq237_013Over 12-24 months value created by consumer adoption of OpenClaw will outweigh corporate destruction.Macro/Economy
prereq229_032Figure will ship a figure with 'personality' the user can talk to and that remembers, over the next year or two.AI
prereq241_035Maybe one frontier AI company in IndiaAI
prereq237_005Apple can flip being viewed as AI loser and win the AI consumer race by leveraging Mac devices for local AI.Markets/Stocks
prereq248_022Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings.Markets/Stocks
prereq241_042Post-tragedy, global leaders (US, China) will convene on AI governanceGeopolitics
prereq236_032AI has chance of fixing poverty globallyMacro/Economy
prereq229_003Figure is effectively sold out on its current customer base for the next two to three years.Robotics
prereq236_001Universal High Income and social unrest will both happen simultaneouslyMacro/Economy
prereq235_045Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).Consumer
prereq235_039AI will enter government through procurement, defense, health, infrastructure benefits, overwhelming immune system.Geopolitics
prereq234_050Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilitiesAI
prereq248_028Personalized AI-designed medicine stories will repeat until it's n=10 billion.Biotech/Longevity
prereq234_027Element Biosciences will launch $600K desktop $100-per-genome machine in second half of 2026Biotech/Longevity
prereq234_009Pentagon and Anthropic will resolve their standoff amicablyDefense
prereq246_048Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run.AI
prereq248_044Alex: likely user ~1 million of a BCI implant (not 101) once upgradeable.Biotech/Longevity
prereq246_030DeepSeek V4 will NOT shock markets like prior DeepSeek releases.Markets/Stocks
prereq240_031Samsung will be optimized by orders of magnitude by ElonAI
prereq233_021AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.AI
prereq233_018Alpha's private school market is a $50 billion opportunity.Education
prereq233_011Government ministries of education globally will wait and see until dramatically more proof exists before adoption.Education
prereq233_010Alpha aims to build 10,000 schools and reach a billion kids over 20 years.Education
prereq230_032Near future will see multiple spheres of influence each independently locking itself in (geopolitically).Geopolitics
prereq233_009A motivational learning bundle with video game designers will be released in 2026.Education
prereq233_003Any student is capable of reaching 99th percentile in reading, writing, math, and science with mastery-based tutoring.Education
prereq230_015For the next few years more people will end up doing more work, not less (996 turns into 997).Labor/Jobs
prereq247_005Harvard worth 3-4x more book value if restructured as PBCMarkets/Stocks
prereq248_014If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.AI
prereq240_045White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)Geopolitics
prereq248_047Memory companies' stock prices will continue increasing despite algorithmic efficiency gains.Markets/Stocks
prereq236_043Universities will become largest incubators on the planetEducation
prereq236_039Data centers/hyperscalers will subsidize electricity/services for consumersEnergy
prereq248_018Young software developer job decline is self-correcting and has reversed in recent months.Labor/Jobs
prereq247_012The bar for AI startups will rise to require being recursively self-improvingAI
prereq247_017Some form of 'capitalism 2.0' or post-scarcity capitalism will emerge eventuallyMacro/Economy
prereq247_019AI could empower individuals to become micro entrepreneurs without need for new social contractMacro/Economy
prereq247_054Real estate will be made post-scarce by AI (land growth via AI)Real Estate
prereq231_019Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.Other
prereq235_043Anthropic may win legal challenge against Dept of War classification.Defense
prereq248_025Religion will consolidate globally around fewer major religions while proliferating micro cults/sects.Other
prereq245_017Disease/drought-resistant plants and animals market is currently hundreds of billions of dollarsBiotech/Longevity
prereq240_004A new repo from 2027 will go from zero to a billion stars in 5 minutesAI
prereq248_026Organized religions will embrace AI barring a civilization-level disruption.Other
prereq234_043Harvard or MIT IPO could triple or quadruple their underlying book valueEducation
prereq234_04150% probability fundamental physics could be solved in the next few yearsOther
prereq234_038Real estate is not an asset class impervious to the singularityReal Estate
prereq238_069The path to the abundant end-state will include diverse mutually-exclusive nation-state/business pathsGeopolitics
prereq234_011Pentagon pressure on frontier labs to shape cultural values will increaseDefense
prereq246_018Killer app of compact fusion reactors will be interplanetary/interstellar propulsion, not data centers.Energy
prereq248_031Enhanced Games world records will accelerate on a scaling-law-style trajectory year over year.Biotech/Longevity
prereq240_017Optimization may eliminate need to tile the world with data centers or massive energy buildoutEnergy
prereq240_030Tesla's independent chip production would derisk potential Chinese invasion of TaiwanGeopolitics
prereq242_055Activist investing will be disrupted by AI writing open letters to public firmsMarkets/Stocks
prereq247_056Net job loss probably not; dynamism with some categories going awayLabor/Jobs
prereq230_039Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate.Education
prereq232_059Universal basic equity / sovereign dividends will eventually put everyone on capital side of ledger.Macro/Economy
prereq248_029Regime change at the FDA is not beyond the realm of reason.Biotech/Longevity
prereq238_028Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins)Markets/Stocks
prereq238_056Capital itself might become mortal (capitalism may lose fights with labor for first time in history)Macro/Economy
prereq236_038Universities (Harvard, MIT, Stanford) will transition to for-profit public benefit companiesEducation
prereq235_035Apple finally launching AI with Gemini integration at WWDC in June 2026.AI
prereq233_019Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.Education
prereq230_022Elon plans to produce tens of millions of robots per year in just a few years.Robotics
prereq247_01399% of randomly selected white collar jobs could be replaced by AI todayLabor/Jobs

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importSee 232_014.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2026-01-07",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2026-02-13",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2026-03-22",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 1,
      "ordinal": 0,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "cascade",
      "label": "Figure will graduate from room-scale autonomy to full-house autonomy next.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 1,
      "source_id": "229_006",
      "expected_date": "2026-06-17",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "The current Figure facility will top out around 50,000 units per year at full capacity.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 2,
      "source_id": "229_015",
      "expected_date": "2026-06-18",
      "observed_date": null
    },
    {
      "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,
      "ordinal": 3,
      "source_id": "229_007",
      "expected_date": "2026-06-28",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "By summer 2026, Figure will have almost none of its supply chain in China.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 4,
      "source_id": "229_004",
      "expected_date": "2026-07-18",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Figure is effectively sold out on its current customer base for the next two to three years.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": 5,
      "source_id": "229_003",
      "expected_date": "2028-07-21",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affil
... (truncated)