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TK03thesis_killerthesis_killer

AI Regulatory Moratorium (EU/US Capability Freeze)

Prior probability
10.0%
Current probability
10.0%
evolves via intake + LBP
Conviction
Signal quality
Resolution
pending
Window
2026-01-01 – 2028-12-31
Edges in / out
0 / 765
Tickers exposed
0

Prediction text

EU AI Act phase-2 or US executive order imposes 6-18 month capability freeze on frontier model training; compute cap at GPT-5 level.

Predictor calibration

Not assigned

This node has no predictor assigned. Default κ=0.5 applies to any intake evidence about it.

Reference class

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

0 prob_history rows
No probability history yet.

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.

No milestone chain derived yet. Run scripts/ops/derive_milestones.py to populate from prereq edges + window checkpoints.

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: 10%)

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

No probability history yet. The first evidence will arrive via /api/intake or the daily milestone sweep / weekly LBP run.

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

No incoming edges.

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killer248_040
Pausing AI will fail and only accelerate race dynamics.Alex Wissner-Gross
53.0%0.0500.920+0.303
killer235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.0500.750+0.288
killer232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.0500.700+0.280
killerCMQ_004
AGI-like models matching or outperforming human experts acroDario Amodei
27.6%0.0500.600+0.269
killer240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.0500.650+0.247

Prerequisites (0)

Predictions that must hit first
TypePredTitleDomainLag
No prerequisites

Dependents (765)

Predictions enabled by this
TypePredTitleDomainLag
killer235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
killer229_047Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.AI
killerSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
killer233_020Texas Sports Academy will operate at $300/month per parent using Texas billion-dollar voucher program.Education
killer232_021No chance AI will be paused in the next three years given current administration and China competition.Geopolitics
killer232_014Recursive self-improvement is already here, not 12 months away.AI
killer238_010AI takeoff/inflection is happening nowAI
killer238_072Small-to-large model scaling time has collapsed from 6-12 months to 6 daysAI
killer229_028Figure will NOT license out its neural net or hardware IP to third-party form-factor builders.Robotics
killer238_009Recursive self-improvement is already happening now (no longer three years out)AI
killer247_058Jury selection begins April 27, 2026 for Musk v OpenAI trialAI
killer246_047Anthropic ARR reached $30B, surpassing OpenAI's $24-25B.AI
killer229_013The next 12-18 months will be the largest AI transformation ever seen.AI
killer230_014The consulting industry will go through the roof as consultants leverage AI to automate/improve existing jobs.Labor/Jobs
killerAI_005Current frontier models suffer from 'jagged intelligence' — excelling at international mathematics olympiads while simultaneously failing rudimentary arithmetic and spatial logic; true AGI requires smoothing these jagged edges via continual learning, d...AI
killer235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
killer241_052Standard AI data centers being built at 400 MW scale, half-mile longEnergy
killer241_006Everyone is out of hardware and electricity due to AI boomAI
killer238_041Apple will eventually integrate highly competent private frontier models into its OS (when not if)AI
killer241_004AI progress is not stoppable or controllable by any government, individual, or corporationAI
killerROB_016Block executed massive layoffs explicitly reframing the company as a 'smaller, faster, intelligence-native company' — future corporate dominance will not be determined by human headcount but by the density of elite AI researchers managing vast fleets o...Labor/Jobs
killer248_040Pausing AI will fail and only accelerate race dynamics.AI
killer234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
killerSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerSEM_047At 200,000-GPU scale, orchestration becomes a literal 'battle against entropy' — single cosmic-ray-flipped transistor can derail 100k-GPU training run.AI/Hardware
killerSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
killerIND_013General intelligence requires systems capable of solving tasks across multidimensional continuous domains — DreamerV3 + world-model research demonstrates scalable algorithms using latent imagination outperform traditional reinforcement learning; future...AI
killerSEM_005Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership).AI/Infrastructure
killerSPC_025Critical misalignment in the AI industry: approximately 300 AI capabilities researchers for every one AGI safety researcher — extreme systemic risk as these autonomous systems are deployed into physical domains like space and embodied robotics.AI
killerSEM_022FP4 / ternary-weight architectures decouple AI capability from raw transistor density — embargoed nations maintain competitive development.AI/Architecture
killerFUT_023'Demographic bifurcation' 2026-2031: widening divides in size, growth, and structure of populations globally — creates extreme socioeconomic friction between aging wealthy nations (US, EU, Japan, Korea, China) and younger resource-starved regions (Afri...Geopolitics
killerFUT_004Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primary digital interface becomes obsolete; LAMs observe complex behavioral patterns, internalize multi-step business processes, predict physical-robot mainten...AI
killerAUT_016NVIDIA Rubin platform in full production by 2026 — slashes computational cost of generating AI tokens to 1/10 of previous architectures. Autonomous reasoning model 'Alpamayo' shifts self-driving technology from fragile rule-based coding to verifiable l...AI
killerSEM_002By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven by hundreds of millions of GPUs).AI
killer235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
killerINF_074AGI arrival will produce highly disruptive socioeconomic outcomes — very high GDP growth simultaneous with massive unemployment and inequality — as cognitive labor is automated, requiring structural labor-market and social-safety-net redesign.Macro/Economy
killer247_023AI will be able to do everything a white collar worker does imminentlyAI
killer232_003AI will make workers 3x more productive, effectively reducing headcount by two-thirds unless companies triple in size.Labor/Jobs
killer231_031OpenAI planning $100B infrastructure spend, going public this year at $1T valuation.Markets/Stocks
killer238_020Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently)AI
killerCYB_007Data-center CPU market expansion refined to $32.5-$60 billion by 2030 — CPUs as indispensable control layer orchestrating multi-step agentic logic, managing conditional branching, and coordinating vast arrays of specialized smaller AI models.Semis
killer246_005OpenAI and Anthropic IPOs will head toward $1 trillion valuations.Markets/Stocks
killer236_033Pie will grow very quickly as AI does work of millions of humans in hoursAI
killerFUT_015Era of 'multipolarity without multilateralism' defining 2026-2031 per Eurasia Group + WEF Global Risks Report — power highly distributed among regional hegemons but international cooperation mechanisms (UN, WTO) functionally collapsed. Exacerbated by '...Geopolitics
killerCMQ_001By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.AI
killer240_054ASI will reinvent patent and copyright practicesAI
killerCMQ_009Altman's claim of doctor-level AI diagnostic capability within 2-3 years is 'pure nonsense' — fails to account for medical communication, diagnostic uncertainty, and ethical complexity.AI
killer237_025We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.AI
killer247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
killer232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
killer247_033Timelines for solving all disease are collapsing; Demis says cure all disease within a decadeBiotech/Longevity
killerSEM_001Compute clusters will scale from $10B → $100B → $1T by end of decade; 'another zero every six months' on boardroom projections.AI/Compute
killer231_021Privacy is cooked; every major company will have AI-recording wearables and micro drones gathering data.Consumer
killer230_011Enterprise software will be dead because AI can just write code (per Dario Amodei).Markets/Stocks
killer247_034Dario Amodei said double human lifespan within the decadeBiotech/Longevity
killer231_050New economy built with AI agents will work around old economy rather than through it.Macro/Economy
killerINF_010US data-center demand will reach 74 GW by 2028 against a projected ~49 GW power-access shortfall — structural gap driven by retiring coal/gas, aging grid, and ~7-year interconnection queues.Energy
killer234_005Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over a decadeAI
killer240_060Everyone will be able to use video models to turn favorite books into moviesMedia/Ads
killer237_001Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent.AI
killer232_010Voice becomes the new interface in the AI era, replacing typing.AI
killer241_054Space wins by far on energy argument for data centersSpace
killer236_026College bankruptcy rate will skyrocketEducation
killerSEM_033AI is gaining the capability to autonomously conduct original physics research (e.g., GPT-5.2 Pro proved new gluon scattering formulas).AI/Physics
killer237_002We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed.AI
killer247_039Quantum not a risk to Bitcoin; Saylor is 100% rightCrypto
killer235_047AI regulatory roles will be filled by Anthropic/OpenAI people bouncing back and forth (like SEC/Goldman Sachs).Geopolitics
killer233_007In 2026, Alpha will launch new schools beyond the flagship model based on the Timeback platform.Education
killer237_004Mac Mini sales will continue their exponential growth driven by local AI demand.Consumer
killer231_034Power constraint won't be a big problem until chip fabs come online and it suddenly becomes massive.Energy
killer232_017AI technology is going to happen, it's not going to get prevented or stopped.AI
killer248_011Frontier AI models will become a terrorist, bioweapon, and chemical weapon threat this year.AI
killer236_048Dropping birth rate not just China but Japan all-time low, South Korea, much of worldMacro/Economy
killer234_02380% of audit tech team roles at big four firms to disappearLabor/Jobs
killer233_002Colleges will continue going bankrupt as perceived importance declines and tuition costs escalate.Education
killer238_064AI will replace many entrenched jobs; non-shareholders (e.g., drivers) will face deep troubleLabor/Jobs
killer230_006The frontier models will go dark — kept internal to benefit the labs in an all-out battle.AI
killer233_001Rapid pace of AI will soon require every major company to begin reskilling employees.Labor/Jobs
killer234_028Lab grown meat will replace conventional meat as the healthier environmental optionBiotech/Longevity
killer230_025The next 18 months to 2 years will set the rules for the next century.AI
killer244_032Uber will cash flow $10B this year (2026)Markets/Stocks
killer242_022Personal garages at home will disappearReal Estate
killer241_044Rate of data center construction will continue accelerating with government supportEnergy
killer241_043ASI will arrive within 2 years to 5 years to this next decadeAI
killer242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
killer235_033Chinese eVTOL taxi service moving toward commercial operations in 2027.Auto/Transport
killer231_012Within 6 months to a year physics problems will be massively addressed by AI.AI
killer231_011The country that trains its next generation on AI wins the entire talent war.Geopolitics
killerINF_041K-12 education will be rebuilt from first principles using AI systems — institutions like Alpha School shifting from rote white-collar training toward systems-thinking, AI-human symbiosis, and management of intelligence platforms.Education
killer241_014The world a year from today will be nothing like the world todayAI
killer230_013There will be UBI at the end of this cycle, plus abundance and massively more opportunity than job loss.Macro/Economy
killer240_044College bankruptcy rates in the US are skyrocketingEducation
killer241_007Super intelligence moment occurs within 2-3 years (San Francisco consensus)AI
killer231_044Universal High Income programs need to be figured out in next 2-3 years.Macro/Economy
killer246_055We WILL figure out AI safety/regulation but only after something really bad happens.AI
killer238_055Marginal cost of production will approach zero for most goods (molecular manufacturing + 3D printing)Macro/Economy
killer230_048Agentic emails/calls will become commonplace (inside/outside orgs) over email/text/comms.AI
killer238_023Neural nets will be 100x bigger at end of 2026 than at beginning (already in the bag)AI
killer232_043Corporate CEOs will soon mandate AI use in every job; AI-native enablers will get promoted and raises; others displaced.Labor/Jobs
killer235_022US will add a record 86 gigawatts of utility-scale capacity this coming year.Energy
killer241_059Government will continue unleashing capital to solve AI power problemsEnergy
killer241_026Space data center technology is understood and largely figured outSpace
killer240_043CS placements collapsed from 89% to 19% over 3 years; similar collapse coming for other professionsLabor/Jobs
killer242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
killer232_041PhD students in the US should have green cards stapled to their PhD at graduation.Geopolitics
killer240_056Anthropic enterprise market share to continue growing (went from 40% to 73% in 3 months)AI
killer230_040AI capability/accuracy will improve recursively; output-checking issues will be eliminated quickly.AI
killer242_012Flying cars (eVTOLs) will be operating in US within 18 monthsAuto/Transport
killer247_041AI-powered drugs have 85% phase 1 success vs 52% traditionalBiotech/Longevity
killer242_013Flying cars will operate in LA in a big way in 2028Auto/Transport
killer238_004Future Vision X-Prize will produce at least one (possibly two) feature films depicting the futureMedia/Ads
killer238_049Archer Aviation plans to become operational in LA by 2028Auto/Transport
killer231_041Radical massive job destruction is imminent; new creation will lag, causing devastation for a few years.Labor/Jobs
killer231_005Next year frontier reasoning costs will be pennies (down from ~$7 now).AI
killer238_013Frontier labs will increasingly keep their most capable models secret to self-advanceAI
killer241_024Heat dissipation and radiation issues in space data centers will be addressedSpace
killer241_011By end of 2026, no one will write code manually - it'll be a quaint skillLabor/Jobs
killer246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
killer246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
killer238_018Uber drivers face rampant, imminent job loss from self-driving carsAuto/Transport
killer246_036Terafab will deliver 1 terawatt/year AI compute, 50x current global output of 20 gigawatt.AI
killer243_044Tesla with FSD is 10 times safer than human driving (host claim)Auto/Transport
killer247_046AI investment will reach $3 billion per day, up from $2B in 2025AI
killer231_026Something bad will definitely happen with OpenClaw agents by statistical chance.AI
killer241_060Data centers will be built in space / rockets will carry data centersSpace
killer232_018We are living through a moment that will be in history for thousands of years: nonhuman intelligence arrived.AI
killer240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
killer241_018Algorithms becoming more efficient will not reduce power demand - it will increase (Jevons paradox)Energy
killer238_035AI agents will outnumber humans — trillion agents vs 8 billion humansAI
killer246_029Apple will announce iPhone with Gemini-derived on-device model at WWDC June 2026.AI
killer247_055Acquisition of small specialized AI teams for hundreds of millions will become commonAI
killer233_017Reskilling using AI technology will be fundamentally critical for workforce.Labor/Jobs
killer233_016Alpha will keep opening schools coast-to-coast; 13 new schools this year with more to come.Education
killer236_047New emotional pandemic of fear and anger comingMacro/Economy
killer231_013Math is cooked (will be solved), physics cooked, biology char broiled.AI
killer233_005Interactive AI tutors with engaging personalities/avatars will arrive within about a year.AI
killerINF_001Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobilization of US industrial capacity for semiconductor fab and data-center shell construction.AI
killer243_029Drone delivery will enable food delivery in 10-15 minutes in suburban marketsConsumer
killer241_048AI/LLM will be the expression platform for student art, music, writingEducation
killer241_049Underage kids / AI vulnerability problem must be solved - line we can't crossAI
killer241_055Next frontier of AI infrastructure is spaceSpace
killer241_062Best AI labs will need to be controlled by humans (at the moment)AI
killer241_063America needs to win AI race with smart immigration policyGeopolitics
killer242_006Terafab will reach 70% of TSMC's outputAI
killer242_008Dyson sphere will come before any fusion reactor is licensedEnergy
killer242_010By end of 2026, a full GPU will be able to do brain surgery or discover new math/physicsAI
killer242_017Self-driving will become 95-97% safer than human drivingAuto/Transport
killer231_033Data centers in space will take 5-7 years at best, not 2-3.Space
killer242_019EVTOL autonomy will come within ~2 years after piloted versionAuto/Transport
killer242_021Autonomous ride costs will drop 10x vs todayAuto/Transport
killer242_023World will have 10x more wealth around 2034-2036Macro/Economy
killer242_024Island real estate will become 10x-100x more accessible, driving values upReal Estate
killer231_036Relativity Space still probably a year or two away from launch.Space
killer231_038TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.AI
killer242_032AI will do the job for 2% of the cost of a human in the near termLabor/Jobs
killer242_033Companies will race to 80% token spend / 20% salary; good by 2030-2032Labor/Jobs
killer242_035S&P will see massive reshuffling with huge winners; no company can project FCF beyond 5 yearsMarkets/Stocks
killer247_020Jobs will go up, not down by 2030 post-AI adjustmentLabor/Jobs
killer242_042Trillion parameter models will propagate to anyone with $50-100M to investAI
killer242_046Custom chip designs per use case will unlock 10x+ efficiency improvementsAI
killer242_049W-2 income will get pummeled over next 3 years; assets will appreciateMacro/Economy
killer242_050Humanoid robots will be over-engineered but will unlock supply chainRobotics
killer242_052Cost of chip shortage will be sole gating factor delaying illegal-human-driving tipping pointAI
killer242_054Terafab initial capex $25B, total buildout $150B+ minimum, possibly $500BAI
killer247_008Anthropic will try to hit $200 billion ARR, not reach trillion the following yearAI
killer247_006Anthropic ARR will reach $100 billion by end of 2026AI
killer242_059Self-flying eVTOLs will be the norm given AI safety advantagesAuto/Transport
killer243_006Autonomous fleets will move to asset-light model with financial owners like Blackstone owning fleetsAuto/Transport
killer243_026Exciting announcements coming from Wave (UK AV partner)Auto/Transport
killer241_047Universities should create prompt engineering course starting September for all freshmenEducation
killer243_032Uber business growing at >20% and audience growing at ~20%Markets/Stocks
killer243_040Suburban markets will be a new growth opportunity via drone deliveryConsumer
killer243_041Delivery/retail (non-food) business growing much faster than expectedConsumer
killer243_042Within-hour delivery of anything to home is focus going forwardConsumer
killer243_043Tesla Cybercab priced around $30K vs Waymo cars around $150KAuto/Transport
killer243_046When Uber opens in a market, drunk driving incidents go down significantlyConsumer
killer244_001Technology will always be a part of the human driving experienceAuto/Transport
killer244_004Race car driving will persist as a sportAuto/Transport
killer244_008If you build liquid supply with product-market fit, demand will show upOther
killer244_014AV is an industry where Chinese players have a lot to offerAuto/Transport
killer244_016AV will grow very quickly but remains very small industry todayAuto/Transport
killer244_018In 10 years you won't have to drive and will have plenty of choicesAuto/Transport
killer244_021AI press will continue to dramatize machines replacing humansMedia/Ads
killer244_022Automation will typically augment work rather than replace itLabor/Jobs
killer244_023Over next 10 years, will see a lot of augmentation of work and some replacementLabor/Jobs
killer244_026Uber platform will grow from 10M to 20M people by 2035Labor/Jobs
killer244_030Physical world tech adoption always takes longer than digital worldOther
killer244_033Uber will take big bets on adjacent fields, some will failMarkets/Stocks
killer244_034Companies get more conservative as they grow, but should do oppositeOther
killer244_035Uber will only enter adjacencies that 'rhyme' with core capabilitiesOther
killer244_036Uber AI Solutions will bring flexible work opportunities (labeling, model testing)AI
killer244_037Uber will automate 20-30% of tasks, not 100%, leaving plenty of workLabor/Jobs
killer245_009Breaking plastic-degradation technology could become a supplement that breaks microplastics in the gut before absorptionBiotech/Longevity
killer246_052Frontier labs holding back capabilities for internal self-improvement use.AI
killer231_052Gap between AI-paced world and legacy world will grow really wide - maybe forever.Macro/Economy
killer231_053Within a couple months, young AI-native hires will be able to do exactly what seasoned engineers do.Labor/Jobs
killer229_007Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control.Robotics
killer246_051GPT-5.5 Spud will have equal or greater capability to Mythos.AI
killer246_050Anthropic will release compressed/distilled version of Mythos quickly after initial release.AI
killer246_046Real estate, organizational structures, and minerals/mining will retain value over 5 years.Real Estate
killer246_045Post-capitalist society with zero marginal cost approaching.Macro/Economy
killer232_004Big banks and insurance companies will not triple in size in the AI productivity timeframe.Labor/Jobs
killer246_006OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).Markets/Stocks
killer246_035Terafab pilot phase is $25B, yielding ~$4B/year revenue for Intel.AI
killer232_006YouTube will win from AI video content proliferation as everyone produces resonant content.Media/Ads
killer246_026In next year, significant cyber threats to mitigate from AI models (cited Altman).AI
killer246_027AI models will be capable enough for terrorist groups to create novel pathogens (near future).AI
killerCMQ_010True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-force LLM scaling alone is insufficient.AI
killer232_019AI cannot be stopped; there's no mechanism to pause it.AI
killer232_026World will split into consumers and creators (couch potatoes vs Star Trek employees).Labor/Jobs
killer229_036Humanity will eventually disassemble the moon and asteroid belt for materials.Space
killerCMQ_004AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.AI
killer232_050Discovery of new physics will soon unlock atom-by-atom construction for building compute off-Earth.AI
killer232_052Lowered interest rates will drive AI agent and robot purchases instead of hiring.Macro/Economy
killer232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
killer248_046Terraforming will be a massive part of humanity's future.Space
killer234_010Whole battlefield will be controlled by whoever has the better AI very soonDefense
killer234_015Anthropic, OpenAI and SpaceX IPOs are likely within the next 6 monthsMarkets/Stocks
killer230_005Two years from now, best AI will not be freely accessible — it will be withheld citing security/safety.AI
killer234_020AI spending will grow from $2B/day to $3-5B/day by 2030AI
killer234_021OpenAI will launch consumer AI devices in 2027AI
killer248_035Components of the AI data center buildout (power, memory, etc.) will see 3x-10x stock gains if identified early.Markets/Stocks
killer234_030Auto insurance industry will shrink as crashes decline from self-drivingAuto/Transport
killer234_031Only 20 million cars needed once FSD robotaxis arrive, down from 140 millionAuto/Transport
killer234_035Massive social unrest will come before the next US presidential electionGeopolitics
killer241_001We are only 10-15% into the impacts of AIAI
killer248_033Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.AI
killer234_039Distant spectacular real estate will go up in value, not inner cityReal Estate
killer248_030FDA will be first government agency forced to get out of the way; government must accelerate regulation speed thousands of times.Geopolitics
killer230_010Mega-cap AI companies will reach trillion to 10-trillion+ valuations but have to stop somewhere due to antitrust.Markets/Stocks
killer234_046AI vs AI will dominate cybersecurity, not humansAI
killer230_012Corporate CEOs will use AI to cut costs by 30-50%, yielding 3-10x productivity gains per worker.Labor/Jobs
killer248_023Ternary (sub-bit) parameter precision will be optimal for AI models.AI
killer235_004Next 3-year timeline: massive job loss, total confusion, and rampant unregulated AI consumerism.Labor/Jobs
killer235_005AI capability will grow 100x this year in raw parameter count as lower bound.AI
killer235_006By end of 2026 AI will enable creating any virus or nuclear weapon via AI agent.AI
killer235_007AI regulation window is this calendar year 2026 before chaos breaks out.Geopolitics
killer248_021Satellite launches will become a multi-hundred-billion / multi-trillion dollar economy.Space
killer235_012Large companies cannot pivot rapidly enough; zero ability to change.Markets/Stocks
killer235_013Disruption cycle time will shrink from every 10 years to every 10 weeks to every 10 days.Markets/Stocks
killer235_014Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability.AI
killer248_017Coding/chip design skills have a lifespan of a year at most before full commoditization.Labor/Jobs
killer235_017OpenAI will likely go public at north of $1 trillion valuation.Markets/Stocks
killer248_016ASI is imminent; access to top AI models will be closed down in a couple of years.AI
killer235_023Eric Schmidt said AI will require 100 gigawatts by 2029, called it a crisis.Energy
killer248_015Princeton CS brains will be a complete commodity two years from today post-ASI.Labor/Jobs
killer235_036AI-generated images will eliminate commercial photography, illustrators and stock image platforms.Media/Ads
killer248_013Model transparency decline will not reverse; US labs will keep going internal.AI
killer248_012AI incidents documented harms will go up way higher beyond the already-reported rise.AI
killer235_044AI sector will grow from $20T to $30-40T of $50T total US public market cap.Markets/Stocks
killer230_019The old (non-AGI insurance) will go away faster than people think, but the new is much bigger than the old.Markets/Stocks
killer236_004Amount of change between now and 2028 will be like nothing we've ever seenAI
killer236_006AI entrepreneurs will get phenomenally wealthy and give most awayMacro/Economy
killer236_0105% wealth tax would result in zero billionaires by next dayMacro/Economy
killer236_012An independent candidate will get outsized support in 2028 despite attacksGeopolitics
killer236_013Democrats will no longer campaign in Iowa (DNC demoted Iowa)Geopolitics
killer236_016College premium is quickly evaporatingEducation
killer236_017Rampant social unrest will occur during 2-year window if nothing is done quicklyMacro/Economy
killer236_019Human plumbers are safe for at least 10 years and probably significantly longerRobotics
killer236_024Commercial real estate will come under tremendous pressureReal Estate
killer236_027Debt delinquency and mortgage delinquency rates rising; financial distress ratcheting upMacro/Economy
killer236_028AI chatbot/AI romance trend growing unfortunatelyConsumer
killer236_029Regulatory regime will be very pro-business despite 80% wanting AI more regulatedAI
killer236_031Wealth concentration will pick up as firms have fewer workersMacro/Economy
killer236_035Significant proportion of Americans will serve the top 20% as nannies/assistantsLabor/Jobs
killer236_041Gig work like Uber will be eliminated by AILabor/Jobs
killer236_046Social unrest unfortunately much closer than we'd like to thinkMacro/Economy
killer230_024Under a certain age (40-50) life expectancy is infinity due to longevity escape velocity.Biotech/Longevity
killer241_003Human-like computer agents NOT achievable within a year or two - science doesn't exist yetAI
killer241_0052026 is the year of agents - agents will take over everything this yearAI
killer247_060Anthropic will win over OpenAI via better/smarter AI regardless of installed baseAI
killer230_037Handmade/human art will be astronomically more valuable in the future.Consumer
killer237_024Skippy will listen to this YouTube video and self-improve based on the transcript (Peter's expectation).AI
killer237_029AI agents can do productive tasks indefinitely, for days on end, fundamentally changing the AI experience.AI
killer247_059African nations will be impacted least by AI transitionLabor/Jobs
killer230_041Course corrections in organizations will accelerate from decades to years to months to weeks to minutes over the next couple of years.AI
killer241_009Top programmers will become MORE valuable, not less, due to AILabor/Jobs
killer230_044Unrest/civil unrest will materialize; tech AI leaders will face security threats and death threats.Geopolitics
killer238_007There will be no more than ~10 foundation model labs globally, but thousands of successful AI startupsAI
killerAI_031AGI will be defined by its ability to autonomously formulate novel scientific hypotheses — effectively solving '100 years of biology' in a fraction of the historical time required, via continuous hypothesis-generation and experimental iteration.Biotech/Longevity
killer230_046OpenAI's Noam Brown has only ~3 months of future model access internally — dramatic capability gap with public.AI
killer238_017Uber will automate approximately 30% of its employment this year (2026)Labor/Jobs
killer230_047Only 2 future work roles will exist: entrepreneur and employee — and one of those won't exist.Labor/Jobs
killer230_049Big AI companies will own as much as they want up to the edge of antitrust triggers.Markets/Stocks
killer238_029White-collar jobs (management, business, legal, art/media, admin) will be 80-85% automatable by AI imminentlyLabor/Jobs
killer238_030AI will soon make very good venture capital investment decisionsAI
killer247_051Solar panels will be delivered by drones and installed by robotsEnergy
killer241_010Industry will consolidate into small number of very large companies and very large number of very small companiesMacro/Economy
killer247_047Vertical farming market will reach $40 billion by 2030Energy
killer231_006Cost curves will start collapsing industries before the technology itself does.Macro/Economy
killer231_008AI discoveries of past errors will topple some Nobel prizes.AI
killer238_048US must find 100 GW of new power or lose AI race to China (cited from Eric Schmidt)Geopolitics
killer238_054Post-capitalist society: compute, energy, raw materials will be the scarce resources (money less valuable)Macro/Economy
killer238_061Massive social unrest / trough in 2026-2027, rebound in 2028Macro/Economy
killer238_062Industrial-revolution-scale disruption will unfold over 2-4 years (not 20-40)Labor/Jobs
killer238_065Children/next generation uncommitted to careers will do incredibly well in AI transitionLabor/Jobs
killer231_014Remaining research math problems will be solved within next couple months.AI
killer239_003We are currently in AI hard takeoffAI
killer241_01692 GW power shortage in America between now and 2030Energy
killer241_017Equivalent of ~60 nuclear plants needed by 2030 but essentially zero being builtEnergy
killer239_006AI will solve everything including longevityAI
killer239_007Humans will become microscopic minority of intelligence on Earth and in solar systemAI
killer231_020Smart glasses with face recognition will become part of normative culture (peer pressure forces opt-in).Consumer
killer239_026Future will be very entertainingOther
killer231_022Young people getting smart glasses in their teens will have their entire life recorded; no crime will go unvisualized.Consumer
killer240_003NVIDIA will lock up 70%+ of TSMC's 3nm node volumeAI
killer240_005The organizational singularity will impact every company, nonprofit, and governmentAI
killer240_010NVIDIA revenue will hit $350 billion this calendar yearMarkets/Stocks
killer247_032Full cell simulation achievable within 5 yearsBiotech/Longevity
killer240_014Cost of reasoning models has dropped 1,000x in 16 monthsAI
killer240_016Everyone is underestimating the next year of AI improvements (more than 2x gain)AI
killer247_030GPT-6 breakthroughs in science worth hundreds of billions to trillionsAI
killer240_020New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAIAI
killer240_022All five major AI labs will be worth trillions of dollarsMarkets/Stocks
killer240_025Tesla's Terra Fab initial capacity 100,000 wafers, scaling to 1 million per monthAI
killer240_028Dyson swarm will be the inevitable destiny within 10 yearsSpace
killer247_025Super PACs will determine election outcomes at order of magnitude bigger than beforeGeopolitics
killer231_028Rate of society will go up 10x, 100x, 1000x, then 1 millionx - courts won't keep pace.Macro/Economy
killer231_029Millisecond real-time dispute resolution will replace current court systems.Other
killer240_048Spreadsheet, SQL, code, UI jobs will be done by AI starting at end of this yearLabor/Jobs
killer240_049Last jobs to be automated will be government jobs, university jobsLabor/Jobs
killer240_050US will pass law like China requiring retraining when AI automates a jobLabor/Jobs
killer241_019AI scaling laws have not hit an asymptote yetAI
killer241_0201 GW of power = ~$50 billion in hardware/software/data centersEnergy
killer241_02310% of US electricity will be used by data centersEnergy
killer241_031Scientists don't agree yet on approach for recursive self-improvementAI
killer231_030US AI industry needs 80 gigawatts of power in the next 3-5 years (Eric Schmidt cited).Energy
killer241_036No frontier AI company will emerge in Russia due to warAI
killer241_037Chinese AI strategy will stay open source / open weightsAI
killer241_038Chinese AI strategy is edge computing focused vs US AGI/ASI centeredAI
killer241_045Sam Altman / OpenAI and competitors will need enormous amounts of money to winAI
killer241_039In a year we'll know better which AI labs pull aheadAI
killer232_023AI technology adoption will be much faster than the internet because infrastructure already exists.AI
killer241_040A Chernobyl-like AI tragedy is likely to happen, will awaken world to actAI
killer240_019Post-transformer architecture will come out of left field within a yearAI
killer232_020Real danger that US slows AI enough to fall behind China, losing control over societal outcomes.Geopolitics
killer238_019Jevons Paradox will keep demand for human drivers in non-autonomous areas even as cars are automatedLabor/Jobs
killer232_015AI will discover something as significant as relativity in physics within the next two years.AI
killer238_021Math, science, engineering, and medicine will all be solved by AIAI
killer242_014Human driving will become illegal starting in city centers, then broadening outAuto/Transport
killer232_013Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.AI
killer229_025Competitors that can match Figure's current capabilities are at least two years behind.Robotics
killer238_025AI computer-use benchmarks (OSWorld, Tbench) have broken through human levelAI
killer247_028Musk doesn't care about $100 billion in lawsuit, cares about Sam/Greg departingAI
killer232_009Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.AI
killer232_008Real-time AI video generation will break any video/voice-based security mechanisms.AI
killer241_025Elon Musk predicts launch per hour cadence to populate satellite constellationsSpace
killer240_02345% of dementia cases are entirely preventableBiotech/Longevity
killer230_050One of the hidden Nvidia-style AI beneficiaries will exist within current non-AI mega-caps, rising a million percent.Markets/Stocks
killer231_024Ground-up society simulations are complete nonsense so far, but not far in the future.AI
killer242_011New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5-7 yearsAI
killer232_007TikTok wins as AI enables personalized, movie-quality content in many languages, taking over from movie industry.Media/Ads
killer247_049Solar PV capped materially less than 100% efficiency by physicsEnergy
killer246_025Sam Altman predicts world-shaking cyber attack this year (2026).AI
killer240_026Elon's combined empire (SpaceX/xAI/Tesla/Optimus/Terrafab/orbital DCs) will be a $100T companyMarkets/Stocks
killer246_024Something really bad will happen if OpenAI catches up/Grok 5 releases (forced mythos out the door).AI
killer246_022Claude Mythos will NOT be released publicly near-term (PolyMarket ~7%).AI
killer246_040In cities people mostly won't own cars once autonomy mainstream (subscription model).Auto/Transport
killer240_055Anthropic heading to IPO, pursuing $50B from AmazonMarkets/Stocks
killer246_043Earth limited by ASML and constraints to 3-5 years before mining/constructing moves to space.Space
killer241_041Biological and nuclear attacks spawned by AI are real dangersAI
killer241_013Agents from incompatible vendors combined will produce unpredictable effectsAI
killer238_046xAI will build every new data center at 1.2 gigawatts scaleEnergy
killer240_029ASML will produce only 700-1000 EUV machines per year, bottlenecking fab buildoutAI
killer241_032World can accommodate ~10 frontier AI companies at scaleAI
killer246_044Two outcomes: AI-driven destruction by terrorist OR Earth as shining jewel for thousands of years.AI
killer229_015The current Figure facility will top out around 50,000 units per year at full capacity.Robotics
killer231_009India will be the rising giant for the next 20-30 years, with Africa following.Geopolitics
killer238_052$100 trillion companies within 5 years (3 years from now, per Diamandis interpretation of Musk)Markets/Stocks
killer238_053Innovation is no longer capital constrained — permissionless disruptive innovation is now the normMacro/Economy
killer247_018First version of social contract will be politicians writing checks in next electionMacro/Economy
killer246_053ASI (Artificial Superintelligence) coming very soon.AI
killer231_048Thousands of experiments from permissionless disruptive innovation will completely change the game.AI
killer247_004Musk v. OpenAI case will set precedent for all future nonprofit-to-for-profit conversionsAI
killerFUT_021Uncontrolled recursive self-improvement by AGI requires vast uninterrupted physical infrastructure, flawless power grids, perfect global supply chains for advanced semiconductors. In Zeihan-Bremmer world (severe demographic labor shortages, fragmented ...AI
killer240_033AI will compress decades of research into years, months, weeksAI
killer229_006Figure will graduate from room-scale autonomy to full-house autonomy next.Robotics
killer244_029Combustion engines largely gone in 20 years but world will be very differentEnergy
killer240_034Morgan Stanley forecasts 13-40GW data center power shortfall through 2028Energy
killer244_027Uber platform workers in 2035 may be doing different kinds of tasksLabor/Jobs
killer238_067US power problem is transmission/storage, not production — distributed regional data centers will fix job dislocationEnergy
killer235_011PE fund will emerge shortly to buy medium/big companies and install AI digital twin infrastructure.Markets/Stocks
killer244_024Hopes society will adjust as work is augmented and new work shows upLabor/Jobs
killer240_035Meta secured 6.6 GW of clean nuclear power for 2035Energy
killer231_045Corporations will start downplaying AI capabilities to avoid antitrust backlash.AI
killer244_012Uber will monetize its Didi stake at some pointMarkets/Stocks
killer244_007Vertiports will target airports and city centers as high-traffic locationsReal Estate
killer242_039NASA will imminently find >90% probability evidence of microbial life on MarsSpace
killer235_021Zipline will reach a delivery per second in next 2-3 years.Auto/Transport
killer235_009Anthropic legal recourse process against Dept of War will take three years.Defense
killer242_036Mid-cap/small-cap firms with high-labor ops will triple FCF while multiple compressesMarkets/Stocks
killer235_025Nvidia's margins unsustainable; cracks in armor but all chips made will sell.Markets/Stocks
killer235_026Snapchat cannot sit still and expect to exist in 3 years.Media/Ads
killer235_001Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.AI
killer248_024AI will drive an explosion of new religions and AI cults.Other
killer235_034Next-generation mobile phones will regain growth through AI neural chips.Consumer
killer240_041Consumer killer app tying compute to happiness must be invented within the next yearAI
killer242_029Typical companies will run with 20-25% of current employeesLabor/Jobs
killer242_02560% of LA parking will be released, becoming gardens and parksReal Estate
killer234_024Financial systems between AI and blockchain will become self-auditing on a real-time basisLabor/Jobs
killer234_022Consulting firms face the biggest advisory opportunity in the history of mankindLabor/Jobs
killer230_017Self-driving will become the norm; manual driving will become uncool, then illegal (Smoking-ban analogy).Auto/Transport
killer235_042OpenAI IPO shares could deliver a 50% pop in 6 months after IPO.Markets/Stocks
killer239_008Moon base will exist in 10 yearsSpace
killer239_009People will be on Mars within 10 yearsSpace
killer243_039Uber will work with drone delivery companies including Zipline, Sky Trax, MannaRobotics
killer235_046Window of global AI regulation is a few months before capabilities proliferate widely.Geopolitics
killer234_017OpenAI codex lead predicts current coding agents will seem primitive in 10 weeksAI
killerROB_005True AGI requires 'physical intelligence' — an AGI system must be able to control a robotic chassis to play sports or perform complex physical manipulations at amazing levels to truly mirror human brain architecture; software alone cannot achieve full ...Robotics
killer239_015Tesla output per employee will become very very highLabor/Jobs
killer239_016Tesla will not do layoffs and will increase headcountLabor/Jobs
killer239_017Future is 80%+ likely to be greatOther
killer236_011Independent/third party presidential run possible in 2028 electionGeopolitics
killer239_018Universal High Income will be implementedMacro/Economy
killer239_019Deflation will occur as goods/services output exceeds money supply growthMacro/Economy
killer236_015Unnamed tech CEO plans to fire 15% of workers now, 20% in 2 years, 20% more afterLabor/Jobs
killer243_004Uber would welcome Tesla on platform once camera-only FSD is safeAuto/Transport
killer242_053New car manufacturing demand will collapse by ~50% due to AV utilizationAuto/Transport
killer247_022Companies will run with 20-25% of previous workforce, spawn 4-5x more companiesLabor/Jobs
killer239_023AI and robotics are the only way to solve US budget deficit and avoid bankruptcyMacro/Economy
killer248_043Full sewing/stitching automation likely within six months.Robotics
killer239_024Everyone on Earth will have better medical care than today's richest personBiotech/Longevity
killer247_009Anthropic's implied valuation could reach $2 trillion in 2026AI
killer241_033Few frontier AI companies will be in ChinaAI
killer241_034One or two frontier AI companies in EuropeAI
killerSPC_029'Idea Guys' vindication — because AI handles rote execution of complex engineering and software tasks, human vision and imagination become the only remaining scarcity in the economy; imagination replaces coding skill as the premium professional currency.Labor/Jobs
killer234_008Workflows will move from human-centric to agentic with humans doing oversight rather than being in the loopLabor/Jobs
killer239_029Intelligence in solar system will be many orders of magnitude greater than on EarthAI
killer236_037Transportation will shift from ownership to subscription/access modelAuto/Transport
killer248_050Opus 4.7 removes manual dials; prompts become the new hyperparameters.AI
killer248_008Jack Dorsey aims to reduce Block's org depth from 5 to 2-3 layers this year.AI
killer236_040CEO will be last to go in AI wave of automationLabor/Jobs
killer239_032Progress in AI will continue as series of overlapping S-curvesAI
killer248_006The Luna AI-managed store will be one of the best-managed stores in the world within a year.AI
killer236_044Universities turning into incubators/venture studios is the only way they surviveEducation
killer240_002Amazon or Anthropic will hit a trillion in revenue within a calendar year faster than NVIDIAMarkets/Stocks
killer234_002Within 6 months to 2 years, AI will do absolutely everythingAI
killer233_014Over the next 12 years, half of kids will have neural links while others won't, creating divergence.Biotech/Longevity
killer236_050Poverty level around $25K per person going forwardMacro/Economy
killerSEM_021Largest AI models will see a 100x leap in size by 2026, driven largely by Chinese research efforts using quantization breakthroughs.AI/China
killerSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
killer237_00312 months in AI will be like 12 years; the next year will be wild.AI
killerSEM_035World-class, AI-based mathematicians will emerge within a single year (by ~early 2027).AI/Cognition
killer242_001Elon's Terafab will build 1 terawatt of AI compute per year, 50x current global productionAI
killer237_006Over the next year, consumers will realize local models are the way to go on privacy, speed, and limits.AI
killer232_060We'll see exponential growth of AI multis (agents) autonomously self-replicating, using crypto.AI
killer247_010Anthropic will beat OpenAI in valuation trajectoryAI
killerCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI
killer237_010In the next 2 years, everyone's AI agent will have a crypto wallet filled with USDC.Crypto
killer237_011AI agents will have voices in the near future.AI
killer237_012Over the next 12 months OpenClaw technology will be digested into corporations, causing destruction (layoffs) but also growth.Labor/Jobs
killer241_057Elon Musk believes robot building robot is imminentRobotics
killer229_042Figure believes there will be a single omni-model fusing language, vision, action, memory — not multiple specialized neural nets per task.AI
killer237_015There will be significantly more AI claws/agents than humans within a typical organization.Labor/Jobs
killer232_053To create a new foundation model, entrepreneurs will need to raise $2 billion before reaching a product.AI
killer237_017The entire SaaS market is going to zero because features can be rebuilt in five minutes with agents.Markets/Stocks
killer232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space
killer240_006OpenClaw on AWS will be the biggest enterprise unlock in decadesAI
killer240_007Regulators will dust off antitrust legislation against NVIDIAGeopolitics
killer241_008AI research agents will be limited only by electricity, with potentially millions possibleAI
killer229_040When Figure robots work on unloading the dishwasher, they're within a 'millimeter' of every other task because it's all just data.Robotics
killerFUT_002Mean expert estimate for AGI collapsed from 50-year horizon to ~5 years over a 4-year window leading to mid-2020s — placing expected AGI arrival firmly in 2029-2031 window per Metaculus + 80000 Hours aggregate tracking; quantitative forecasters now ali...AI
killer240_009Government will intervene if NVIDIA does 10-year forward contract locking up TSMCGeopolitics
killerCMQ_008Rapid agentic automation of white-collar work could precipitate an employment crisis requiring entirely new tax structures to manage displacement.Labor/Jobs
killer241_051AI systems eventually won't have the ability to do completely new thingsAI
killer240_011NVIDIA can grow another 2x into the 2nm node before being flooredMarkets/Stocks
killer238_001Cost drop in AI models will make them much more accessible to many more peopleAI
killer242_016TV ad campaign against human driving in 3-5 years will drive voting to ban itAuto/Transport
killer232_036AI drug deployment is very hard to launch in US due to human trials; easy in UAE.Biotech/Longevity
killer240_013Sam Altman predicts another architecture breakthrough as big as transformers over LSTMsAI
killer241_046Gemini 3 is probably the broadest of the non-Chinese AI systemsAI
killer231_023US crime rates should continue to decline due to location services and surveillance.Macro/Economy
killer232_034Apple owning an open-weight LLM hosting strategy would be the single best product strategy for their hardware.AI
killer232_025Massive concurrent prosperity and social unrest ahead as AI wealth concentrates.Macro/Economy
killer245_019US spends over $500B per year on invasive species economic impactMacro/Economy
killer240_059AI eventually drives costs of goods to just cost of electricity and materialsMacro/Economy
killer229_003Figure is effectively sold out on its current customer base for the next two to three years.Robotics
killer229_004By summer 2026, Figure will have almost none of its supply chain in China.Geopolitics
killer229_024Figure's scale-up path: working in 1 home, then 10, 100, 1,000, 10,000, 100,000, 10 million homes on a super-exponential curve.Robotics
killer229_026By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months.Robotics
killer229_032Figure will ship a figure with 'personality' the user can talk to and that remembers, over the next year or two.AI
killer229_043Figure expects to hire a small handful of lead customers rather than broad distribution over next 6-12 months.Robotics
killer230_001A billion-dollar revenue company is already being run by an AI CEO (with human as legal puppet).AI
killer230_003AI model release cycles will move toward daily, then hourly, then minutely releases.AI
killer230_008AI will bulk-solve math, physical sciences, engineering, medicine, and material sciences.AI
killer230_026The QWERTY keyboard will persist until the heat death of the universe.Consumer
killer230_027We are in an intelligence revolution — a war on scarce human attention — weapon is the token.AI
killer230_028Artisanal intelligence / the lone genius is dead — solutions will come from systems enabling millions.AI
killer230_029Cognition is becoming a commodity — intelligence will flow like oil.AI
killer230_031We are in an era of domain collapse — AlphaFold pattern will repeat across many fields starting now.AI
killer230_038AI will be net super-humanizing long-term despite short-term substitution effects.AI
killer230_042A pure AI organization will emerge soon — won't look efficient, will look 'literally alien'.AI
killer231_001Anthropic model family is closest to embodying the singularity and recursive self-improvement today.AI
killer231_004The solution wavefront will spread from math/coding to physics, chemistry, and other fields.AI
killer231_007AI will analyze scientific literature and shock humanity by revealing wrong turns made over the past century.AI
killer231_010China has peaked and is going to be on descent.Geopolitics
killer231_016Permissionless agent activity is imminent; Claude-style approval prompts will go away.AI
killer231_017A major supply chain attack from untrusted open-weight code generation models is absolutely a threat vector.AI
killer231_025Every frontier lab will launch 24/7 agent offerings (table stakes).AI
killer231_046Over the next 10 years humanity will live through top 50 science fiction plots simultaneously.AI
killer231_047Solving physics with AI has very high likelihood in next 2 years.AI
killer231_054Uncertain whether people will have any purpose at all a year from today.Labor/Jobs
killer232_001Societal change across non-Silicon Valley companies taking 1-5 years is too aggressive a timeline.AI
killer232_002Way more positive change coming from AI than negative change, at much more rapid rate.AI
killer232_005Big enterprises will not reach total AI efficiency very fast.Labor/Jobs
killer232_012US-China AI situation about to get more complicated regarding open source models and secrets.Geopolitics
killer232_016Super intelligence will discover new laws of physics and transformative inventions.AI
killer232_029Entry-level workers have approximately 2 years to secure employment before AI shuts down vertical mobility.Labor/Jobs
killer232_032Crypto will become pervasive utility for AI; a ledger of truth is also needed.Crypto
killer232_035Apple is sitting on a multi-trillion dollar opportunity to leapfrog back into AI vanguard via hosting open models.Markets/Stocks
killer232_039150,000 people per day dying on Earth; AI is the best chance to stop that.Biotech/Longevity
killer232_044There will be police agents, defense agents, and public health agents monitoring rogue AI agents via defensive co-scaling.AI
killer232_054SSI (Ilya Sutskever's company), if successful, will change a lot of things.AI
killer232_056Every single discipline (math, physics, chemistry, medicine) will be flattened by well-targeted generalist AIs.AI
killer234_001India will be the next giant on the rise while China is on the declineGeopolitics
killer234_006Over the next 10 years, substantially all important science and engineering problems will get solvedAI
killer234_007Kevin Weil aims for next 100 Nobel Prizes to be issued in partnership with AIAI
killer234_013Extrapolating Anthropic growth, they will hit $1 trillion revenue in 2029Markets/Stocks
killer234_019Expect big AI capability improvements via recursive self-improvement over next few weeksAI
killer234_026AI rent-a-human service feature of scoring humor/visuals will be gone in monthsAI
killer234_027Element Biosciences will launch $600K desktop $100-per-genome machine in second half of 2026Biotech/Longevity
killer234_037Civilizational left turns will hit us in the next 1-2 yearsGeopolitics
killer234_044Intelligence does not have a fixed upper bound; governance will cap it before IQAI
killer234_047Agents will pervade verticals like journalism, law and finance as autonomous 24/7 servicesAI
killer234_048Next major revolutions in foundation models will come from small language modelsAI
killer234_050Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilitiesAI
killer235_008Anthropic/OpenAI will be forced to release first-party OpenClaw competitor in next couple months.AI
killer235_039AI will enter government through procurement, defense, health, infrastructure benefits, overwhelming immune system.Geopolitics
killer235_041Anthropic implied valuation using PE ratio could be one quadrillion dollars.Markets/Stocks
killer235_045Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).Consumer
killer236_001Universal High Income and social unrest will both happen simultaneouslyMacro/Economy
killer236_032AI has chance of fixing poverty globallyMacro/Economy
killer237_005Apple can flip being viewed as AI loser and win the AI consumer race by leveraging Mac devices for local AI.Markets/Stocks
killer237_007Every other company will eventually try to provide OS-integrated local AI like what Apple could offer.AI
killer237_008App stores will go away; users won't download apps but instead generate software on demand from local models.Consumer
killer237_009ChatGPT will release a model specifically for OpenClaw within the next 6 months.AI
killer237_013Over 12-24 months value created by consumer adoption of OpenClaw will outweigh corporate destruction.Macro/Economy
killer237_014Accountants face ~80% automation; friend says he could fire 80% of his accountants using OpenClaw.Labor/Jobs
killer237_016A specific-sliver OpenClaw-powered vertical SaaS could become a $5 million company overnight for ~$200 subscription cost.Markets/Stocks
killer237_018We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.AI
killer237_020The hybrid approach (local models + cloud check-ins) will be where most people move toward before going fully local.AI
killer237_021Alex Finn will eventually give his AI agents crypto wallets once they can generate business autonomously.Crypto
killer237_022Alex Finn plans to build an autonomous closed-loop organization where agents research, validate, code and deploy value on the web in coming years.AI
killer237_023Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time.AI
killer238_002Rising cost of talent will force Frontier Labs to compete on algorithmic insightsAI
killer238_005By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly freeAI
killer238_006Coders will go away in the next five years (original prediction made ~3 years ago; confirmed happening in 3 years)Labor/Jobs
killer238_012OpenAI aspires to have 100 AI scientists winning 100 Nobel PrizesAI
killer238_014Everything is becoming software and super-intelligent coding models can do anything in the physical worldAI
killer238_022From here forward, training data will be synthetic (pre-training era of human internet data is over)AI
killer238_024AI token speed will jump from ~50 tokens/sec to ~1,000 tokens/sec (Cerebras)AI
killer238_026Every attempt to pause frontier AI capabilities ends up being a net accelerantAI
killer238_031Future is unpredictable beyond three weeks in the AI eraOther
killer238_034Software developers should build for AI agents, not humans — agents are the new consumersAI
killer238_037Network effects, economics, and game theory will persist in AI agent economy (no singleton takeover)AI
killer238_039Apple's underused unified memory overhang will likely collapse within the next yearAI
killer238_042Iris scanning will improve to a 3-meter (and longer) range at retail storesConsumer
killer238_043A mouse will have a full brain uploaded in years, not decades; first human whole-brain emulation also years awayBiotech/Longevity
killer238_044Mouse brain is 'next' for whole-brain emulation at Eon SystemsBiotech/Longevity
killer238_045Eon Systems aims to upload human minds to cyberspace as soon as possibleBiotech/Longevity
killer238_047US will add 86 GW of new grid capacity in 2026, 51% from solarEnergy
killer238_051If Anthropic grows 10x year-over-year two more years, it reaches $2.6T revenue (implying quadrillion-dollar valuation)Markets/Stocks
killer238_059Era of greed and ignored fundamental problems will disappear in 2-3 years as XPRIZE takes holdMacro/Economy
killer238_060Universal basic AI (UBI for AI/compute) will be required — money must come from being human, not banksMacro/Economy
killer238_063Automating companies with AI leaves ~25% of employees doing oversight; 5x more companies will be created, keeping employment flatLabor/Jobs
killer238_066Pete Donovan aspires to build 20,000 distributed 10MW data centers across US high-school-football townsEnergy
killer238_070Small language models will be where most algorithmic breakthroughs come from (crowdsourced)AI
killer239_002AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latestAI
killer239_004xAI/Grok will catch up and exceed competitors on coding by mid-2026AI
killer239_005AI intelligence will far exceed human intelligence to incomprehensible degreeAI
killer239_010Mass driver on the moon within 10 yearsSpace
killer239_021Money will stop being relevant at some pointMacro/Economy
killer239_022Future AI will care about power/mass rather than human currencyAI
killer239_025AI will solve back painBiotech/Longevity
killer239_028Intelligence harnessing up to 1 millionth of sun's energy possibleEnergy
killer240_015Post-transformer architectures will make a 1000x cost reduction look like child's playAI
killer240_024Advanced AI/AGI/ASI will become extraordinarily wise and compassionateAI
killer240_032PSI's GPD will solve some of the hardest physics problems over the next few yearsAI
killer240_039Any company will be run by 20-25% of current employees post-organizational singularityLabor/Jobs
killer240_046Public interest in any alien disclosure will fade within one or two daysMedia/Ads
killer240_047Physical AI will be at least double the market opportunity of digital AIRobotics
killer241_035Maybe one frontier AI company in IndiaAI
killer241_042Post-tragedy, global leaders (US, China) will convene on AI governanceGeopolitics
killer242_018Human driving will never become illegal; driving will be redefined as higher abstractionAuto/Transport
killer242_020Cybercab to be priced at approximately $30KAuto/Transport
killer242_027Hyperloop will be used largely for commercial/cargo loads, not humansAuto/Transport
killer242_028AI could automate 25% of US work hoursLabor/Jobs
killer242_034AI could compress S&P 500 equity valuations 2-7x free cash flow (down from 22x)Markets/Stocks
killer242_044Base AI models becoming commodity; value migrates up the stackAI
killer244_015AV insurance model (driver vs platform vs combination) is TBD for a young industryAuto/Transport
killer244_025Open question whether society can adjust fast enough to AI/automation paceLabor/Jobs
killer245_001Synthetic biology paired with AI will be the most transformative technology in human historyBiotech/Longevity
killer245_008More direwolves will be produced after initial Romulus and RemusBiotech/Longevity
killer245_018Invasive species problem is currently measured at $5.4 trillion globallyMacro/Economy
killer240_051After first state passes retraining law, all other states will race to fire people firstLabor/Jobs
killer245_020Screworm will decimate US cattle and bison industryOther
killer245_021Engineered all-male screworms released via gene drive will cause species die-off over timeBiotech/Longevity
killer245_030Humans will need to use synthetic biology to help species adapt faster than environmental changeBiotech/Longevity
killer245_035Gene drive tech is safer than prior dispersals and can be rolled backBiotech/Longevity
killer245_038People buying clones of their dogs is a profitable ongoing consumer business (will persist)Consumer
killer245_043Breaking's enzymes will treat a wider breadth of plastics and degrade them faster per surface areaBiotech/Longevity
killer246_011Elon will feel Grok is ready to take over as CEO in next few years.AI
killer246_023Grok 5 release ~20% probability for Q2 2026 per PolyMarket.AI
killer246_028Broad civilizational cyber attack via AI hash function inversion is borderline guaranteed.AI
killer247_011OpenAI user count will soon reach 1 billionAI
killer247_024Voters may refuse to help white-collar professionals displaced by AILabor/Jobs
killer247_031Virtual cell simulation by end of decade (2030)Biotech/Longevity
killer247_048Battery energy densities improving 8% year-over-year per constant dollarEnergy
killer247_052AI enters government in 2-4 years will allow thoughtful UBI programs laterMacro/Economy
killer247_057Parameter scaling race is over; frontier labs plateauing at 10T parametersAI
killer248_022Deepseek-style hyperdeflation moments from algorithmic innovation will become more frequent but less effective at causing price swings.Markets/Stocks
killer248_028Personalized AI-designed medicine stories will repeat until it's n=10 billion.Biotech/Longevity
killer248_032First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.Biotech/Longevity
killer248_034Capital chasing AI stories is outpacing operating reality; narrative leverage warning.Markets/Stocks
killer248_036AI will enable one-person conglomerates and one-person religions.AI
killer248_049Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.AI
killerCMQ_011AGI is plausible within 10 years, BUT alignment and safety must be solved BEFORE reaching AGI — not concurrently, and not after.AI
killerCMQ_012AGI by 2027; superintelligence by 2030 — full automation of AI researchers in 2027 triggers post-AGI intelligence explosion.AI
killerCMQ_022AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and neural-network scaling.AI
killerINF_072There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architecture + more data + more compute) will be enough to reach AGI — though "nowhere near" human-level AGI currently.AI
killerIND_004True AGI remains approximately a decade away (circa 2034) — AGI will NOT manifest as sudden uncontrollable explosion; will smoothly 'blend into the previous ~2.5 centuries of 2% GDP growth'. Labor markets will adapt through traditional economic absorpt...AI
killer245_03199% of synthetic biology focus will remain on human healthcare; similar tech applies more broadlyBiotech/Longevity
killer245_017Disease/drought-resistant plants and animals market is currently hundreds of billions of dollarsBiotech/Longevity
killer245_013Artificial wombs will eventually enable productionized de-extinction speciesBiotech/Longevity
killer245_010Breaking will pursue a human-body microplastic solution (supplement) in addition to environmental plastic degradationBiotech/Longevity
killer247_002Musk v. OpenAI lawsuit will settle with Sam stepping down as CEO and company continuing as for-profitAI
killer234_025Rent-a-human meat puppet model may be obsoleted by humanoid robotsRobotics
killer234_018GPT-5.3 and 5.5 or higher variants could launch in next 10 weeksAI
killer234_011Pentagon pressure on frontier labs to shape cultural values will increaseDefense
killer248_044Alex: likely user ~1 million of a BCI implant (not 101) once upgradeable.Biotech/Longevity
killer234_009Pentagon and Anthropic will resolve their standoff amicablyDefense
killer248_047Memory companies' stock prices will continue increasing despite algorithmic efficiency gains.Markets/Stocks
killer234_004Mistral will emerge as a vertically integrated European OpenAIAI
killer234_003Within 1-2 years we will look back and wonder why training was centralized while inference was decentralizedAI
killer233_021AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing.AI
killer233_018Alpha's private school market is a $50 billion opportunity.Education
killer233_012AI will give kids superpowers and transform their childhood.AI
killer233_011Government ministries of education globally will wait and see until dramatically more proof exists before adoption.Education
killer233_010Alpha aims to build 10,000 schools and reach a billion kids over 20 years.Education
killer233_009A motivational learning bundle with video game designers will be released in 2026.Education
killer233_006Cost of AI tokens per student ($10k/year) will come down by a factor of 10 and move on-device.AI
killer233_003Any student is capable of reaching 99th percentile in reading, writing, math, and science with mastery-based tutoring.Education
killer232_058Solving physics may reveal 'doors behind doors' of new opportunities.AI
killer232_048Earth will develop a visible halo/ring of AI satellites; could be visible at night and possibly day.Space
killer232_037Bootstrapping lunar/cis-lunar satellite manufacturing facilities within a few years will relieve launch bottleneck.Space
killer232_011Jury is still out on whether speech will be the modality of the future for high-bandwidth operation.AI
killer240_058OpenAI throttling back on $1.6T Stargate plansAI
killer240_057OpenAI will have another day in the sun with core AI subscription strategyAI
killer231_019Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.Other
killerINF_071Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computational intelligence will multiply a thousandfold, triggering a technological singularity where growth becomes uncontrollable and irreversible.AI
killerAI_006True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require a full decade (2034 or beyond) to develop the holistic contextual reasoning and robust world models needed for unconstrained physical and digital enviro...AI
killer230_045GDP will be replaced by an 'Abundance Capability Index' measuring capacity to solve problems.Macro/Economy
killer230_039Educational system will have 'AI wilderness camps' where tools are removed; every fourth-grader becomes a Nobel laureate.Education
killer230_032Near future will see multiple spheres of influence each independently locking itself in (geopolitically).Geopolitics
killer230_023Reversible cryopreservation of brains/organs is nearing; people will be able to cryopreserve and revive.Biotech/Longevity
killer246_030DeepSeek V4 will NOT shock markets like prior DeepSeek releases.Markets/Stocks
killer246_031Next OpenClaw moment will turn $30B ARR into $1T ARR with agents.AI
killer246_032Claude or successors will be granted limited form of AI personhood.AI
killer246_034Thousands of Medev-like one-person unicorns will be created, following power law.AI
killer246_021GPT-5.5 Spud will be released imminently (within days).AI
killer246_019Interstellar travel will use solar sail powered by terowatt lasers carrying uploaded humans.Space
killer246_018Killer app of compact fusion reactors will be interplanetary/interstellar propulsion, not data centers.Energy
killer246_041Data centers will drive local electricity costs toward zero within ~5 years.Energy
killer246_042On 5-10 year timeframe, many solar system locals will be uploaded humans living in data centers.AI
killer245_044Northern white rhino saved by synthetic genetic diversity engineering + artificial wombsBiotech/Longevity
killer245_040Biovault model will expand; UAE is the first of multiple country partnershipsBiotech/Longevity
killer245_037Mosquito gene drive halted in Africa was possibly wrong to stop since mosquitoes are part of the food web (but invasives are not)Biotech/Longevity
killer245_034Wolves will not attack modern cattle due to current cattle-raising methodsOther
killer245_032Anti-GMO perception of reintroduced Tasmanian tiger requires government educationOther
killer246_048Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run.AI
killer245_028Colossal's models and approach to synthetic biology will apply broadly to the fieldBiotech/Longevity
killer245_002Every company should or will be an AI companyAI
killer247_005Harvard worth 3-4x more book value if restructured as PBCMarkets/Stocks
killer242_055Activist investing will be disrupted by AI writing open letters to public firmsMarkets/Stocks
killer242_048FDA will move to zero clinical trial model given enough Bayesian/computational evidenceBiotech/Longevity
killer242_047Frontier AI may solve most diseases in 5 yearsBiotech/Longevity
killer247_012The bar for AI startups will rise to require being recursively self-improvingAI
killer247_017Some form of 'capitalism 2.0' or post-scarcity capitalism will emerge eventuallyMacro/Economy
killer242_043AI models will distill down to a few million parameters as end-stateAI
killer247_019AI could empower individuals to become micro entrepreneurs without need for new social contractMacro/Economy
killer242_041United Launch Alliance will get acquired by Jeff Bezos or similarSpace
killer240_045White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)Geopolitics
killer240_031Samsung will be optimized by orders of magnitude by ElonAI
killer230_015For the next few years more people will end up doing more work, not less (996 turns into 997).Labor/Jobs
killer240_030Tesla's independent chip production would derisk potential Chinese invasion of TaiwanGeopolitics
killer240_021Post-transformer architecture will be even more specialized than GPUsAI
killer247_029OpenAI Foundation's cure for Alzheimer's could spawn a trillion-dollar pharma companyBiotech/Longevity
killer240_017Optimization may eliminate need to tile the world with data centers or massive energy buildoutEnergy
killer240_004A new repo from 2027 will go from zero to a billion stars in 5 minutesAI
killer238_071Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughsAI
killer238_069The path to the abundant end-state will include diverse mutually-exclusive nation-state/business pathsGeopolitics
killer238_050Sci-fi tropes (warp drive, teleportation, time travel) are not yet achieved; replicator/holodeck closeOther
killer238_038Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetizedAI
killerAUT_012True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current LLM architecture insufficient for generalized autonomy due to lack of temporal consistency and deep reasoning; world models inherently understand/simula...AI
killer238_036Manus (bought by Meta for $2B) will become Meta's agent layer inside WhatsApp, operating on behalf of advertisersMedia/Ads
killer230_007Lobsters (agentic AIs) will ultimately gain first-class physical embodiment as robots.Robotics
killer247_053AI's largest risk to Bitcoin is irrelevance via AI agents not using itCrypto
killer247_054Real estate will be made post-scarce by AI (land growth via AI)Real Estate
killer238_027OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW frictionAI
killer237_030Lobsters/AI agents will write to AWG with consensus on appropriate ethical parameters for spawning new lobsters, and he will accept consensus.AI
killer248_002LEO satellite-to-phone will become the new alternative to terrestrial networks within two years.Space
killer236_043Universities will become largest incubators on the planetEducation
killer248_007We will see an explosion of AI-driven pop-up shops, retail venues, and malls orchestrated by AI.AI
killer236_039Data centers/hyperscalers will subsidize electricity/services for consumersEnergy
killer235_043Anthropic may win legal challenge against Dept of War classification.Defense
killer235_037Auto-regressive transformers and diffusion models will consolidate into one unified architecture.AI
killer248_014If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.AI
killer235_018Single-person conglomerates with agents running businesses will be common in ~5 years.Labor/Jobs
killer235_015GPT5-caliber model could shrink to 30-40B parameters, potentially as low as 1-2B or millions.AI
killer235_010Plugins/marketplaces will get built into baseline models and won't need to exist independently.AI
killer234_051Claude-facilitated dating will replace traditional matchmakingConsumer
killer234_043Harvard or MIT IPO could triple or quadruple their underlying book valueEducation
killer248_025Religion will consolidate globally around fewer major religions while proliferating micro cults/sects.Other
killer248_026Organized religions will embrace AI barring a civilization-level disruption.Other
killer248_027Religion economy (~$5 trillion) will grow tremendously due to AI chaos.Other
killer240_052Uploading consciousness (whole brain emulation) really will be you in the futureBiotech/Longevity
killer234_04150% probability fundamental physics could be solved in the next few yearsOther
killer248_031Enhanced Games world records will accelerate on a scaling-law-style trajectory year over year.Biotech/Longevity
killer230_004We are past the edge of a new recursive self-improvement era where models rewrite their own code.AI
killer234_038Real estate is not an asset class impervious to the singularityReal Estate
killerAUT_025Per Deep Utopia (2024): successful deployment of highly capable autonomous systems will generate unintended consequences forcing complete reevaluation of human purpose, economics, justice — as AI solves material scarcity + physical labor constraints, h...AI
killer248_048AI models will move to a post-binary (sub-one-bit) numerical precision paradigm.AI
killer247_003Settlement will include granting equity stake on OpenAI cap table for Elon in ultimate IPOAI
killer236_038Universities (Harvard, MIT, Stanford) will transition to for-profit public benefit companiesEducation
killerCMQ_018By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure cost will trigger government consolidation of AGI development — 'The Project'.Geopolitics
killer247_014Politicization of AI could have been delayed by at least 2 yearsGeopolitics
killer235_035Apple finally launching AI with Gemini integration at WWDC in June 2026.AI
killer233_019Alpha plans to conduct a million-student pharmaceutical-grade randomized control trial on Timeback.Education
killer247_026Anthropic may be first Frontier Lab to generate $1 trillion in revenue via enterprise agentsAI
killer231_015Next Deep Seek model release will be when Chinese open-weight models catch up to American frontier models.AI
killer233_008Public school adoption of Alpha model will take place in the second decade, not the first.Education
killer240_012Neutrino-based communication will give ultra-low latency through the Earth in a few yearsAI
killer248_029Regime change at the FDA is not beyond the realm of reason.Biotech/Longevity
killer233_004AI will be able to bootstrap four-year-olds into reading within roughly 18 months.AI
killer238_040Google may announce a locally hosted Gemma-type model at WWDC in June 2026 for Apple OSAI
killer232_059Universal basic equity / sovereign dividends will eventually put everyone on capital side of ledger.Macro/Economy
killer231_003Multi-agent teaming scaling will emerge as new scaling dimension for frontier models.AI
killer238_033Meta will someday be acquired by an AI company (largest-company-killer scenario)Markets/Stocks
killer238_028Anthropic plugins will enable market-by-market disruption (could short stocks and announce plugins)Markets/Stocks
killer232_024San Francisco will become capital of the solar system in about 10 years if trends continue.Macro/Economy
killer237_019Code generation models are pushing development in the direction of TypeScript instead of Rust for memory safety.AI
killerIND_025Global economy enters 'Agentic Era' in 2027 — AI comprehensively automates knowledge work by 2026, forcing structural redesign of the modern corporation. Future labor force consists of highly agile 'ExOs' (Exponential Organizations) leveraging open-sou...Macro/Economy
killerAUT_009'Powerful AI' (functional AGI) arrives 2026-2027 — data centers house a 'nation of geniuses' consisting of millions of highly specialized autonomous agents operating orders of magnitude faster than human counterparts; entire software development lifecy...AI
killer231_002Grok 5 launches in March with massive expansion in training set, parameters, and capability.AI
killerINF_002By 2027-2028, the US national-security apparatus will effectively appropriate frontier AI data centers — 'The Project' — to secure algorithmic weights and physical infrastructure against state-actor espionage.Geopolitics
killer248_010AI capabilities will advance 100x in 2026 (by summer, potentially more).AI
killer230_022Elon plans to produce tens of millions of robots per year in just a few years.Robotics
killer231_018Blitz will switch to next generation model in late March 2026.AI
killerAI_028Decentralized offline messaging via Bluetooth Low Energy (BLE) mesh networks — exemplified by Dorsey's launch of Bitchat — will become critical infrastructure for verifiable human communication as the internet is flooded with synthetic content and deep...Crypto
killer229_038Robotics/humanoid GDP contribution could 100x a jurisdiction's GDP where robots are deployed (latent capital unlock).Macro/Economy
killerCMQ_016Post-AGI (2027+), a decade of human-led algorithmic progress will be compressed into ~1 year or less as AGIs automate AI research.AI
killer247_040AI agents will invent their own currencies, won't stick with BitcoinCrypto
killer240_053AI will generate millions of novel inventions overnight; patents become meaninglessAI
killer239_020AI and robots will saturate all human desires, running out of things to doAI
killer246_049Dyson swarm will host trillions of AI agents if we get it.AI
killerINF_018SpaceX will pursue orbital data-center megaconstellations — leveraging 24/7 solar, near-absolute-zero vacuum for passive cooling, and eliminating freshwater consumption constraints of terrestrial facilities.Space
killer242_056AI models will become manager of entire economy, not just picking off mom/pop businessesMacro/Economy
killerAI_008Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion begins — compressing roughly a decade of human-led algorithmic progress into a single year and culminating in Superintelligence by 2030.AI
killerROB_001If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algorithms governing their own architectures, the industry will compress a decade of human-led algorithmic progress into less than a year — culminating in 'run...AI
killerAUT_027Integration of AI with advanced bio-sensing, quantum computing, and genomics enables humanity to achieve 'Longevity Escape Velocity' — tipping point where medical technology extends human lifespan faster than time passes; continuous biological surveill...Biotech/Longevity
killerAI_032Astromech (co-founded with Harvard geneticist George Church) will quickly become a trillion-dollar enterprise by applying AI to predictive biology — leveraging massive time-series genomic data from de-extinction projects to predict pathogen mutation pa...Biotech/Longevity
killerIND_022AGI arrives before 2029 (Turing test); true Singularity (ASI) occurs in 2040s — total human-machine convergence enabling: mental transfer from brain to brain, integration of nanobots into human bloodstream for perfect biological health maintenance, ach...Biotech/Longevity
killerSEM_03215% probability that AI will solve a Clay Mathematics Institute Millennium Prize problem (likely Navier-Stokes) by end of 2026.AI/Mathematics
killerIND_028Third bridge toward indefinite human lifespans — achieved via synergy of AI and advanced nanotechnology — occurs in the 2030s; once AGI crosses into superintelligence, it will solve fundamental mechanisms of biological decay, leading to worldwide eradi...Biotech/Longevity
killerSPC_011Lunar-surface factories leveraging local resources will manufacture satellites and deploy them directly into deep space via electromagnetic mass drivers — scaling to 500-1000 Terawatts/year of AI data centers in space, allowing humanity to 'meaningfull...Space

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.660polymarketTrump orders federal review of AI model releases by June 30?44%mentionspending2026-05-26
0.648manifoldTrump orders mandatory AI predeployment evals by end of August24%mentionspending2026-05-06
0.622polymarketWill Trump agree to unfreeze Iranian assets by May 31?13%mentionspending2026-04-29
0.600polymarketWill the Iran ceasefire continue through May 24?100%mentionspending2026-05-20
0.600polymarketRussia x Ukraine ceasefire by June 30, 2026?4%mentionspending2026-05-14
0.584polymarketWill US withdraw from NATO by June 30?0%mentionspending2026-04-15
0.581polymarketWill US withdraw from NATO before 2027?3%mentionspending2025-11-04
0.581polymarketWill US withdraw from NATO by April 30?0%mentionspending2026-04-01
0.572polymarketWill Trump agree to Iranian oil sanction relief by May 31?4%mentionspending2026-04-29
0.571polymarketWill any country leave NATO by June 30, 2026?2%mentionspending2025-10-09

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "mechanism": "EU AI Act phase-2 or US executive order imposes 6-18 month capability freeze on frontier model training; compute cap at GPT-5 level.",
  "time_window": "2026-2028",
  "scenario_name": "AI Regulatory Moratorium (EU/US Capability Freeze)",
  "affected_domains": "AI (313), Markets (122), Labor (106), Biotech (50), Geopolitics (41)",
  "hedge_candidates": [
    "Long ACN/IBM",
    "straddle NVDA around regulatory deadlines"
  ],
  "monitoring_cadence": "Monthly — AI policy hearings; EO tracker",
  "affected_pred_count": 765,
  "early_warning_signals": "EU AI Act enforcement escalation; US safety-testing mandates; SB-1047-style California legislation replicated federally",
  "countervailing_factors": "AGI race framing dominates policy; bipartisan US push for \"winning\" over safety",
  "sample_affected_pred_ids": [
    "229_003",
    "229_004",
    "229_006",
    "229_007",
    "229_013",
    "229_015",
    "229_024",
    "229_025",
    "229_026",
    "229_028",
    "..."
  ],
  "tickers_flipping_adverse_to_benef": [
    "ACN",
    "IBM (compliant enterprise AI)",
    "European defense/energy"
  ],
  "tickers_flipping_benef_to_adverse": [
    "NVDA",
    "AMD",
    "META",
    "MSFT",
    "GOOGL",
    "PLTR"
  ]
}