Probability-Mass Flow (AGI)

Each horizontal band is a scenario branch; band height = scenario prior probability (taller = more likely). Predictions linked to a scenario sit inside that band at their expected resolution date. Visual area answers "what is likely to happen and when."

Compute scale (cumulative)Energy / grid (cumulative)Humanoid deployment (cumulative)Robotaxi (cumulative)AGIASI$1T+ IPOMars uncrewedAI pauseRecession
AGI_FAST_2027prior 30%2027-09CMQ_031 · AI/Compute · prob 42% · resolves 2025-12 · AI has crossed a historic tipping point — traditional Moore's Law is obsolete; AI now follows a highROB_002 · Labor/Jobs · prob 40% · resolves 2025-12 · 99% of code generation will be entirely automated by the end of 2025 — the elimination of the primar241_037 · AI · prob 49% · resolves 2026-06 · Chinese AI strategy will stay open source / open weights241_038 · AI · prob 43% · resolves 2026-06 · Chinese AI strategy is edge computing focused vs US AGI/ASI centered234_050 · AI · prob 42% · resolves 2026-06 · Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities237_026 · AI · prob 31% · resolves 2026-06 · The cadence of AI breakthroughs and Moonshot episodes will keep picking up as we are in the singular248_013 · AI · prob 49% · resolves 2026-06 · Model transparency decline will not reverse; US labs will keep going internal.247_010 · AI · prob 45% · resolves 2026-06 · Anthropic will beat OpenAI in valuation trajectoryAUT_001 · AI · prob 51% · resolves 2026-08 · The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate executionINF_008 · AI · prob 39% · resolves 2026-11 · Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 —AUT_021 · AI · prob 57% · resolves 2026-11 · Defining software movement of 2026: startups building autonomous platforms specifically designed to IND_007 · Labor/Jobs · prob 42% · resolves 2026-12 · Massive 'Corporate Collapse' 2026 as legacy businesses fail to integrate GPT-5 level capabilities — SPC_028 · Labor/Jobs · prob 37% · resolves 2026-12 · Ismail and Blundin forecast widespread corporate collapses in 2025-2026 for traditional institutions237_019 · AI · prob 35% · resolves 2027-06 · Code generation models are pushing development in the direction of TypeScript instead of Rust for me232_009 · AI · prob 46% · resolves 2027-06 · Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.234_023 · Labor/Jobs · prob 50% · resolves 2027-09 · 80% of audit tech team roles at big four firms to disappear238_011 · AI · prob 47% · resolves 2027-09 · Frontier AI labs will generate trillions of dollars in new revenue from breakthroughs (longevity, su238_013 · AI · prob 46% · resolves 2027-09 · Frontier labs will increasingly keep their most capable models secret to self-advance238_024 · AI · prob 37% · resolves 2027-09 · AI token speed will jump from ~50 tokens/sec to ~1,000 tokens/sec (Cerebras)238_034 · AI · prob 38% · resolves 2027-09 · Software developers should build for AI agents, not humans — agents are the new consumers238_035 · AI · prob 48% · resolves 2027-09 · AI agents will outnumber humans — trillion agents vs 8 billion humans238_063 · Labor/Jobs · prob 38% · resolves 2027-09 · Automating companies with AI leaves ~25% of employees doing oversight; 5x more companies will be cre239_005 · AI · prob 36% · resolves 2027-09 · AI intelligence will far exceed human intelligence to incomprehensible degree239_006 · AI · prob 45% · resolves 2027-09 · AI will solve everything including longevity239_007 · AI · prob 43% · resolves 2027-09 · Humans will become microscopic minority of intelligence on Earth and in solar system239_015 · Labor/Jobs · prob 40% · resolves 2027-09 · Tesla output per employee will become very very high239_020 · AI · prob 23% · resolves 2027-09 · AI and robots will saturate all human desires, running out of things to do239_022 · AI · prob 36% · resolves 2027-09 · Future AI will care about power/mass rather than human currency239_028 · Energy · prob 36% · resolves 2027-09 · Intelligence harnessing up to 1 millionth of sun's energy possible239_029 · AI · prob 39% · resolves 2027-09 · Intelligence in solar system will be many orders of magnitude greater than on Earth239_032 · AI · prob 40% · resolves 2027-09 · Progress in AI will continue as series of overlapping S-curves240_013 · AI · prob 41% · resolves 2027-09 · Sam Altman predicts another architecture breakthrough as big as transformers over LSTMs240_025 · AI · prob 45% · resolves 2027-09 · Tesla's Terra Fab initial capacity 100,000 wafers, scaling to 1 million per month240_053 · AI · prob 24% · resolves 2027-09 · AI will generate millions of novel inventions overnight; patents become meaningless242_006 · AI · prob 45% · resolves 2027-09 · Terafab will reach 70% of TSMC's output242_029 · Labor/Jobs · prob 42% · resolves 2027-09 · Typical companies will run with 20-25% of current employees242_054 · AI · prob 45% · resolves 2027-09 · Terafab initial capex $25B, total buildout $150B+ minimum, possibly $500B245_009 · Biotech/Longevity · prob 45% · resolves 2027-09 · Breaking plastic-degradation technology could become a supplement that breaks microplastics in the gINF_007 · AI · prob 43% · resolves 2027-09 · OpenAI will dominate global AI data-center capacity by 2027 — centralization of compute power that p234_022 · Labor/Jobs · prob 42% · resolves 2027-09 · Consulting firms face the biggest advisory opportunity in the history of mankind234_042 · Macro/Economy · prob 47% · resolves 2027-09 · AI displacement will collapse the payroll tax base funding Medicare/Social SecurityCMQ_013 · AI · prob 40% · resolves 2027-10 · A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooleCMQ_012 · AI · prob 41% · resolves 2027-10 · AGI by 2027; superintelligence by 2030 — full automation of AI researchers in 2027 triggers post-AGICMQ_007 · AI · prob 41% · resolves 2027-10 · Anthropic corporate revenue will reach trillions of dollars before 2030.AUT_009 · AI · prob 22% · resolves 2027-11 · 'Powerful AI' (functional AGI) arrives 2026-2027 — data centers house a 'nation of geniuses' consistCMQ_004 · AI · prob 28% · resolves 2027-11 · AGI-like models matching or outperforming human experts across most professional domains could arrivIND_025 · Macro/Economy · prob 23% · resolves 2027-12 · Global economy enters 'Agentic Era' in 2027 — AI comprehensively automates knowledge work by 2026, fCOD_AI_004 · AI · prob 36% · resolves 2027-12 · Frontier agents reach one-workday autonomous task horizon by end 2027231_050 · Macro/Economy · prob 53% · resolves 2028-06 · New economy built with AI agents will work around old economy rather than through it.233_021 · AI · prob 39% · resolves 2028-06 · AI learning will improve via closed-loop reinforcement learning cycle making results keep increasingCMQ_002 · AI · prob 31% · resolves 2028-10 · By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discovROB_001 · AI · prob 29% · resolves 2028-10 · If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algorit229_044 · AI · prob 35% · resolves 2028-11 · Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots br248_016 · AI · prob 49% · resolves 2028-11 · ASI is imminent; access to top AI models will be closed down in a couple of years.CYB_011 · Consumer · prob 44% · resolves 2028-12 · Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-IND_015 · Macro/Economy · prob 26% · resolves 2028-12 · Integration of open agentic systems drives near-term 'economic inversion' — arrival of 'AI CEO' in 2ROB_015 · Labor/Jobs · prob 38% · resolves 2028-12 · The 2025-2028 period is defined by massive automation/job displacement equivalent to 25 years of Ind238_026 · AI · prob 44% · resolves 2029-03 · Every attempt to pause frontier AI capabilities ends up being a net accelerant238_022 · AI · prob 39% · resolves 2029-03 · From here forward, training data will be synthetic (pre-training era of human internet data is over)CYB_012 · AI · prob 44% · resolves 2029-08 · 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent INF_071 · AI · prob 42% · resolves 2029-10 · Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computAUT_002 · AI · prob 59% · resolves 2029-11 · Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substratCMQ_048 · Labor/Jobs · prob 57% · resolves 2029-12 · Agentic AI will fully replace Level 1 customer support call centers globally within 2-3 years — deciCMQ_003 · AI · prob 23% · resolves 2030-09 · By 2030, AI models will surpass peak human expert levels across virtually all cognitive domains — on235_001 · AI · prob 46% · resolves 2030-10 · Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.CMQ_022 · AI · prob 34% · resolves 2030-10 · AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and nINF_016 · Energy · prob 57% · resolves 2030-10 · Power generation is the 'innermost loop' and absolute limiting factor on AI expansion; any AI capabiSPC_027 · AI · prob 58% · resolves 2030-10 · A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becomiAI_001 · AI · prob 33% · resolves 2030-11 · AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending FUT_004 · AI · prob 62% · resolves 2031-09 · Rapid ascension and enterprise dominance of Large Action Models (LAMs) by 2026-2031 — LLM as primaryINF_043 · AI · prob 47% · resolves 2031-10 · Unit cost of intelligence will drop at a rate far exceeding Moore's Law, driving explosive demand grFUT_020 · Labor/Jobs · prob 45% · resolves 2031-12 · Profound structural collision: exponential AI cognitive bandwidth (Webb LAMs FUT_004) colliding withAI_015 · AI · prob 35% · resolves 2032-08 · Localized, decentralized open-source AI models — the 'Last Economy' — will form the backbone of AI iIND_004 · AI · prob 43% · resolves 2034-09 · True AGI remains approximately a decade away (circa 2034) — AGI will NOT manifest as sudden uncontroINF_038 · Labor/Jobs · prob 40% · resolves 2035-12 · The transition to Universal High Income (UHI) necessitated by AI-driven labor displacement may produAI_022 · Labor/Jobs · prob 26% · resolves 2035-12 · 80% of all jobs globally face total disruption from AI automation by 2035 — Khosrowshahi's high-wateINF_072 · AI · prob 40% · resolves 2042-09 · There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architIND_022 · Biotech/Longevity · prob 23% · resolves 2049-09 · AGI arrives before 2029 (Turing test); true Singularity (ASI) occurs in 2040s — total human-machine 78 claimsAGI_MID_2029prior 35%2029-03248_013 · AI · prob 49% · resolves 2026-06 · Model transparency decline will not reverse; US labs will keep going internal.247_010 · AI · prob 45% · resolves 2026-06 · Anthropic will beat OpenAI in valuation trajectory241_038 · AI · prob 43% · resolves 2026-06 · Chinese AI strategy is edge computing focused vs US AGI/ASI centered241_037 · AI · prob 49% · resolves 2026-06 · Chinese AI strategy will stay open source / open weights239_004 · AI · prob 40% · resolves 2026-06 · xAI/Grok will catch up and exceed competitors on coding by mid-2026237_026 · AI · prob 31% · resolves 2026-06 · The cadence of AI breakthroughs and Moonshot episodes will keep picking up as we are in the singular234_050 · AI · prob 42% · resolves 2026-06 · Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities248_010 · AI · prob 31% · resolves 2026-07 · AI capabilities will advance 100x in 2026 (by summer, potentially more).AUT_001 · AI · prob 51% · resolves 2026-08 · The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate executionCMQ_001 · AI · prob 45% · resolves 2026-09 · By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervisedSEM_002 · AI · prob 56% · resolves 2026-09 · By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven 235_005 · AI · prob 49% · resolves 2026-09 · AI capability will grow 100x this year in raw parameter count as lower bound.FUT_001 · AI · prob 48% · resolves 2026-11 · Algorithmic systems (LLMs) will match the accuracy of the world's most elite human superforecasters INF_008 · AI · prob 39% · resolves 2026-11 · Leading AI model intelligence has been improving by roughly 2.5 IQ points per month since May 2024 —AUT_021 · AI · prob 57% · resolves 2026-11 · Defining software movement of 2026: startups building autonomous platforms specifically designed to SEM_032 · AI/Mathematics · prob 15% · resolves 2026-12 · 15% probability that AI will solve a Clay Mathematics Institute Millennium Prize problem (likely Nav237_019 · AI · prob 35% · resolves 2027-06 · Code generation models are pushing development in the direction of TypeScript instead of Rust for me232_009 · AI · prob 46% · resolves 2027-06 · Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.238_013 · AI · prob 46% · resolves 2027-09 · Frontier labs will increasingly keep their most capable models secret to self-advance239_032 · AI · prob 40% · resolves 2027-09 · Progress in AI will continue as series of overlapping S-curves239_002 · AI · prob 44% · resolves 2027-10 · AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latestCMQ_005 · AI · prob 56% · resolves 2027-10 · AI will handle the entire software development process end-to-end within 6-12 months (by late 2026) CMQ_007 · AI · prob 41% · resolves 2027-10 · Anthropic corporate revenue will reach trillions of dollars before 2030.CMQ_012 · AI · prob 41% · resolves 2027-10 · AGI by 2027; superintelligence by 2030 — full automation of AI researchers in 2027 triggers post-AGICMQ_013 · AI · prob 40% · resolves 2027-10 · A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schooleCMQ_004 · AI · prob 28% · resolves 2027-11 · AGI-like models matching or outperforming human experts across most professional domains could arrivSEM_035 · AI/Cognition · prob 45% · resolves 2027-12 · World-class, AI-based mathematicians will emerge within a single year (by ~early 2027).COD_AI_004 · AI · prob 36% · resolves 2027-12 · Frontier agents reach one-workday autonomous task horizon by end 2027233_021 · AI · prob 39% · resolves 2028-06 · AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing231_050 · Macro/Economy · prob 53% · resolves 2028-06 · New economy built with AI agents will work around old economy rather than through it.ROB_001 · AI · prob 29% · resolves 2028-10 · If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algoritCMQ_018 · Geopolitics · prob 35% · resolves 2028-11 · By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure c229_044 · AI · prob 35% · resolves 2028-11 · Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots brSEM_036 · AI/Cognition · prob 70% · resolves 2028-12 · World-class AI programmers will appear within 1-2 years (by 2027-2028).CYB_011 · Consumer · prob 44% · resolves 2028-12 · Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-236_035 · Labor/Jobs · prob 46% · resolves 2029-03 · Significant proportion of Americans will serve the top 20% as nannies/assistants236_041 · Labor/Jobs · prob 46% · resolves 2029-03 · Gig work like Uber will be eliminated by AI234_047 · AI · prob 40% · resolves 2029-03 · Agents will pervade verticals like journalism, law and finance as autonomous 24/7 services234_029 · Space · prob 30% · resolves 2029-03 · Humans will not take cows to the moon or Mars as foodstock238_001 · AI · prob 37% · resolves 2029-03 · Cost drop in AI models will make them much more accessible to many more people238_012 · AI · prob 38% · resolves 2029-03 · OpenAI aspires to have 100 AI scientists winning 100 Nobel Prizes238_014 · AI · prob 38% · resolves 2029-03 · Everything is becoming software and super-intelligent coding models can do anything in the physical 238_019 · Labor/Jobs · prob 45% · resolves 2029-03 · Jevons Paradox will keep demand for human drivers in non-autonomous areas even as cars are automated238_021 · AI · prob 42% · resolves 2029-03 · Math, science, engineering, and medicine will all be solved by AI238_022 · AI · prob 39% · resolves 2029-03 · From here forward, training data will be synthetic (pre-training era of human internet data is over)238_026 · AI · prob 44% · resolves 2029-03 · Every attempt to pause frontier AI capabilities ends up being a net accelerant238_027 · AI · prob 35% · resolves 2029-03 · OpenAI, xAI, Google Gemini capabilities will skyrocket, achieving parity with Anthropic after DoW fr238_029 · Labor/Jobs · prob 47% · resolves 2029-03 · White-collar jobs (management, business, legal, art/media, admin) will be 80-85% automatable by AI i238_030 · AI · prob 46% · resolves 2029-03 · AI will soon make very good venture capital investment decisions238_032 · Labor/Jobs · prob 40% · resolves 2029-03 · End-state of AI is abundance and post-scarce labor — path is 'no firewall'238_038 · AI · prob 35% · resolves 2029-03 · Compute will remain scarce until Dyson swarm is built; scarce AI agent attention will be monetized238_064 · Labor/Jobs · prob 51% · resolves 2029-03 · AI will replace many entrenched jobs; non-shareholders (e.g., drivers) will face deep trouble238_065 · Labor/Jobs · prob 46% · resolves 2029-03 · Children/next generation uncommitted to careers will do incredibly well in AI transition238_071 · AI · prob 35% · resolves 2029-03 · Future AI models may compress all human knowledge into megabytes via post-transformer breakthroughs234_016 · AI · prob 39% · resolves 2029-03 · Enterprise not consumer will pay for the trillions of dollars of AI capex240_018 · AI · prob 35% · resolves 2029-03 · Trillion dollar company to be built turning every individual into a one-person unicorn240_020 · AI · prob 46% · resolves 2029-03 · New architecture won't map to current NVIDIA architecture; will create next Anthropic/OpenAI240_021 · AI · prob 35% · resolves 2029-03 · Post-transformer architecture will be even more specialized than GPUs240_024 · AI · prob 39% · resolves 2029-03 · Advanced AI/AGI/ASI will become extraordinarily wise and compassionate240_033 · AI · prob 42% · resolves 2029-03 · AI will compress decades of research into years, months, weeks240_038 · Labor/Jobs · prob 35% · resolves 2029-03 · Amazon will be first to reach corporate singularity with more robots than humans240_057 · AI · prob 35% · resolves 2029-03 · OpenAI will have another day in the sun with core AI subscription strategy234_007 · AI · prob 38% · resolves 2029-03 · Kevin Weil aims for next 100 Nobel Prizes to be issued in partnership with AI242_028 · Labor/Jobs · prob 39% · resolves 2029-03 · AI could automate 25% of US work hours242_030 · Labor/Jobs · prob 37% · resolves 2029-03 · Near-future reverse discrimination where humans need not apply for many jobs242_032 · Labor/Jobs · prob 46% · resolves 2029-03 · AI will do the job for 2% of the cost of a human in the near term242_043 · AI · prob 35% · resolves 2029-03 · AI models will distill down to a few million parameters as end-state242_044 · AI · prob 35% · resolves 2029-03 · Base AI models becoming commodity; value migrates up the stack242_045 · AI · prob 37% · resolves 2029-03 · AI will redesign data centers, energy supplies, and entire economy242_046 · AI · prob 43% · resolves 2029-03 · Custom chip designs per use case will unlock 10x+ efficiency improvements242_052 · AI · prob 46% · resolves 2029-03 · Cost of chip shortage will be sole gating factor delaying illegal-human-driving tipping point243_038 · Labor/Jobs · prob 43% · resolves 2029-03 · Capital assets (cars) will at some point replace some labor (drivers)244_022 · Labor/Jobs · prob 46% · resolves 2029-03 · Automation will typically augment work rather than replace it244_024 · Labor/Jobs · prob 42% · resolves 2029-03 · Hopes society will adjust as work is augmented and new work shows up244_025 · Labor/Jobs · prob 39% · resolves 2029-03 · Open question whether society can adjust fast enough to AI/automation pace245_002 · AI · prob 35% · resolves 2029-03 · Every company should or will be an AI company246_031 · AI · prob 35% · resolves 2029-03 · Next OpenClaw moment will turn $30B ARR into $1T ARR with agents.246_032 · AI · prob 35% · resolves 2029-03 · Claude or successors will be granted limited form of AI personhood.246_033 · AI · prob 34% · resolves 2029-03 · Insecurity of human-authored code will be recognized before insecurity of human drivers is legally.246_034 · AI · prob 35% · resolves 2029-03 · Thousands of Medev-like one-person unicorns will be created, following power law.246_044 · AI · prob 42% · resolves 2029-03 · Two outcomes: AI-driven destruction by terrorist OR Earth as shining jewel for thousands of years.246_049 · AI · prob 24% · resolves 2029-03 · Dyson swarm will host trillions of AI agents if we get it.234_004 · AI · prob 35% · resolves 2029-03 · Mistral will emerge as a vertically integrated European OpenAI236_006 · Macro/Economy · prob 46% · resolves 2029-03 · AI entrepreneurs will get phenomenally wealthy and give most away236_030 · AI · prob 50% · resolves 2029-03 · AI will create trillions of dollars of value and transform how we work and live236_032 · Macro/Economy · prob 39% · resolves 2029-03 · AI has chance of fixing poverty globally236_033 · AI · prob 55% · resolves 2029-03 · Pie will grow very quickly as AI does work of millions of humans in hours236_040 · Labor/Jobs · prob 42% · resolves 2029-03 · CEO will be last to go in AI wave of automationCYB_012 · AI · prob 44% · resolves 2029-08 · 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent INF_071 · AI · prob 42% · resolves 2029-10 · Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computCMQ_016 · AI · prob 33% · resolves 2029-10 · Post-AGI (2027+), a decade of human-led algorithmic progress will be compressed into ~1 year or lessAUT_002 · AI · prob 59% · resolves 2029-11 · Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substratCYB_019 · Robotics · prob 44% · resolves 2030-08 · Deployment of 'world model systems' — AI that accurately simulates and anticipates the physical and ROB_003 · AI · prob 45% · resolves 2030-08 · AI will allow humanity to complete the next 25 years of scientific discovery in just 5 years — effecCMQ_003 · AI · prob 23% · resolves 2030-09 · By 2030, AI models will surpass peak human expert levels across virtually all cognitive domains — on235_001 · AI · prob 46% · resolves 2030-10 · Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.INF_016 · Energy · prob 57% · resolves 2030-10 · Power generation is the 'innermost loop' and absolute limiting factor on AI expansion; any AI capabiSPC_027 · AI · prob 58% · resolves 2030-10 · A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becomiAI_001 · AI · prob 33% · resolves 2030-11 · AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending AI_008 · AI · prob 29% · resolves 2030-11 · Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion beINF_073 · AI · prob 48% · resolves 2031-08 · AI will become smarter than any single human by end of 2025 or 2026, and smarter than all of humanitFUT_002 · AI · prob 40% · resolves 2031-08 · Mean expert estimate for AGI collapsed from 50-year horizon to ~5 years over a 4-year window leading235_030 · Biotech/Longevity · prob 39% · resolves 2033-09 · Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.IND_004 · AI · prob 43% · resolves 2034-09 · True AGI remains approximately a decade away (circa 2034) — AGI will NOT manifest as sudden uncontroAI_006 · AI · prob 38% · resolves 2034-10 · True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require AUT_012 · AI · prob 38% · resolves 2035-10 · True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current CMQ_011 · AI · prob 39% · resolves 2036-10 · AGI is plausible within 10 years, BUT alignment and safety must be solved BEFORE reaching AGI — not ROB_005 · Robotics · prob 47% · resolves 2036-10 · True AGI requires 'physical intelligence' — an AGI system must be able to control a robotic chassis 234_005 · AI · prob 49% · resolves 2036-10 · Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over IND_028 · Biotech/Longevity · prob 15% · resolves 2039-06 · Third bridge toward indefinite human lifespans — achieved via synergy of AI and advanced nanotechnolAI_031 · Biotech/Longevity · prob 51% · resolves 2040-11 · AGI will be defined by its ability to autonomously formulate novel scientific hypotheses — effectiveINF_072 · AI · prob 40% · resolves 2042-09 · There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architSEM_034 · AI/AGI · prob 29% · resolves 2042-12 · True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, thSPC_026 · Space · prob 46% · resolves 2045-10 · Humanity becoming a truly multiplanetary species is strictly an era BEYOND the singularity (post-204IND_022 · Biotech/Longevity · prob 23% · resolves 2049-09 · AGI arrives before 2029 (Turing test); true Singularity (ASI) occurs in 2040s — total human-machine 115 claimsAGI_SLOW_2031prior 25%2031-11234_050 · AI · prob 42% · resolves 2026-06 · Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities237_026 · AI · prob 31% · resolves 2026-06 · The cadence of AI breakthroughs and Moonshot episodes will keep picking up as we are in the singular241_037 · AI · prob 49% · resolves 2026-06 · Chinese AI strategy will stay open source / open weights241_038 · AI · prob 43% · resolves 2026-06 · Chinese AI strategy is edge computing focused vs US AGI/ASI centered247_010 · AI · prob 45% · resolves 2026-06 · Anthropic will beat OpenAI in valuation trajectory248_013 · AI · prob 49% · resolves 2026-06 · Model transparency decline will not reverse; US labs will keep going internal.AUT_001 · AI · prob 51% · resolves 2026-08 · The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate executionAUT_021 · AI · prob 57% · resolves 2026-11 · Defining software movement of 2026: startups building autonomous platforms specifically designed to FUT_016 · Labor/Jobs · prob 44% · resolves 2026-12 · Next 5 years (2026-2030) require individuals + organizations to adopt 'FLUX' superpowers — ability t237_019 · AI · prob 35% · resolves 2027-06 · Code generation models are pushing development in the direction of TypeScript instead of Rust for me232_009 · AI · prob 46% · resolves 2027-06 · Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.231_012 · AI · prob 51% · resolves 2027-08 · Within 6 months to a year physics problems will be massively addressed by AI.238_013 · AI · prob 46% · resolves 2027-09 · Frontier labs will increasingly keep their most capable models secret to self-advance239_032 · AI · prob 40% · resolves 2027-09 · Progress in AI will continue as series of overlapping S-curvesCMQ_007 · AI · prob 41% · resolves 2027-10 · Anthropic corporate revenue will reach trillions of dollars before 2030.CMQ_004 · AI · prob 28% · resolves 2027-11 · AGI-like models matching or outperforming human experts across most professional domains could arriv231_050 · Macro/Economy · prob 53% · resolves 2028-06 · New economy built with AI agents will work around old economy rather than through it.233_021 · AI · prob 39% · resolves 2028-06 · AI learning will improve via closed-loop reinforcement learning cycle making results keep increasing232_015 · AI · prob 45% · resolves 2028-09 · AI will discover something as significant as relativity in physics within the next two years.CMQ_002 · AI · prob 31% · resolves 2028-10 · By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discov230_041 · AI · prob 46% · resolves 2028-10 · Course corrections in organizations will accelerate from decades to years to months to weeks to minu229_044 · AI · prob 35% · resolves 2028-11 · Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots br248_016 · AI · prob 49% · resolves 2028-11 · ASI is imminent; access to top AI models will be closed down in a couple of years.CYB_011 · Consumer · prob 44% · resolves 2028-12 · Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-238_022 · AI · prob 39% · resolves 2029-03 · From here forward, training data will be synthetic (pre-training era of human internet data is over)238_026 · AI · prob 44% · resolves 2029-03 · Every attempt to pause frontier AI capabilities ends up being a net accelerant240_033 · AI · prob 42% · resolves 2029-03 · AI will compress decades of research into years, months, weeksCYB_012 · AI · prob 44% · resolves 2029-08 · 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent CMQ_016 · AI · prob 33% · resolves 2029-10 · Post-AGI (2027+), a decade of human-led algorithmic progress will be compressed into ~1 year or lessAUT_002 · AI · prob 59% · resolves 2029-11 · Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substrat235_023 · Energy · prob 48% · resolves 2029-11 · Eric Schmidt said AI will require 100 gigawatts by 2029, called it a crisis.231_019 · Other · prob 39% · resolves 2029-12 · Feynman Grand Prize for nanotech (Drexlerian assemblers) could be solved in next 2-3 years.ROB_003 · AI · prob 45% · resolves 2030-08 · AI will allow humanity to complete the next 25 years of scientific discovery in just 5 years — effec235_001 · AI · prob 46% · resolves 2030-10 · Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.CMQ_022 · AI · prob 34% · resolves 2030-10 · AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and nINF_016 · Energy · prob 57% · resolves 2030-10 · Power generation is the 'innermost loop' and absolute limiting factor on AI expansion; any AI capabiSPC_027 · AI · prob 58% · resolves 2030-10 · A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becomiAI_008 · AI · prob 29% · resolves 2030-11 · Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion beFUT_002 · AI · prob 40% · resolves 2031-08 · Mean expert estimate for AGI collapsed from 50-year horizon to ~5 years over a 4-year window leading238_007 · AI · prob 44% · resolves 2031-11 · There will be no more than ~10 foundation model labs globally, but thousands of successful AI startu242_047 · Biotech/Longevity · prob 39% · resolves 2031-11 · Frontier AI may solve most diseases in 5 years242_011 · AI · prob 46% · resolves 2033-09 · New non-lithography semiconductor techniques discovered within 1-2 years, manufactured at scale in 5IND_004 · AI · prob 43% · resolves 2034-09 · True AGI remains approximately a decade away (circa 2034) — AGI will NOT manifest as sudden uncontroAI_006 · AI · prob 38% · resolves 2034-10 · True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require AUT_012 · AI · prob 38% · resolves 2035-10 · True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current 241_043 · AI · prob 36% · resolves 2035-10 · ASI will arrive within 2 years to 5 years to this next decadeCMQ_010 · AI · prob 49% · resolves 2035-11 · True AGI requires genuine scientific-discovery capabilities (AlphaFold-class breakthroughs) — brute-IND_024 · Macro/Economy · prob 14% · resolves 2035-12 · Attainment of total material abundance by 2035 driven by AI-optimized physical and mathematical solu246_042 · AI · prob 38% · resolves 2036-08 · On 5-10 year timeframe, many solar system locals will be uploaded humans living in data centers.234_005 · AI · prob 49% · resolves 2036-10 · Demis Hassabis predicts AGI will have 10x industrial revolution impact at 10x speed, unfolding over CMQ_011 · AI · prob 39% · resolves 2036-10 · AGI is plausible within 10 years, BUT alignment and safety must be solved BEFORE reaching AGI — not SPC_023 · AI · prob 18% · resolves 2036-11 · Altman's specific chronological roadmap: 2030 'wildly abundant' intelligence + energy (unlocked via AI_031 · Biotech/Longevity · prob 51% · resolves 2040-11 · AGI will be defined by its ability to autonomously formulate novel scientific hypotheses — effectiveSEM_034 · AI/AGI · prob 29% · resolves 2042-12 · True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, th54 claimsAGI_WINTER_2036PLUSprior 10%2036-12241_038 · AI · prob 43% · resolves 2026-06 · Chinese AI strategy is edge computing focused vs US AGI/ASI centered248_013 · AI · prob 49% · resolves 2026-06 · Model transparency decline will not reverse; US labs will keep going internal.241_037 · AI · prob 49% · resolves 2026-06 · Chinese AI strategy will stay open source / open weights234_050 · AI · prob 42% · resolves 2026-06 · Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilities247_010 · AI · prob 45% · resolves 2026-06 · Anthropic will beat OpenAI in valuation trajectory237_026 · AI · prob 31% · resolves 2026-06 · The cadence of AI breakthroughs and Moonshot episodes will keep picking up as we are in the singular248_010 · AI · prob 31% · resolves 2026-07 · AI capabilities will advance 100x in 2026 (by summer, potentially more).247_057 · AI · prob 41% · resolves 2026-08 · Parameter scaling race is over; frontier labs plateauing at 10T parametersAUT_001 · AI · prob 51% · resolves 2026-08 · The HIM platform has demonstrated commercial viability of autonomous multi-agent corporate executionSEM_002 · AI · prob 56% · resolves 2026-09 · By 2025-2026, AI model outputs will outpace the cognitive capabilities of college graduates (driven 239_003 · AI · prob 47% · resolves 2026-09 · We are currently in AI hard takeoff235_005 · AI · prob 49% · resolves 2026-09 · AI capability will grow 100x this year in raw parameter count as lower bound.235_007 · Geopolitics · prob 45% · resolves 2026-11 · AI regulation window is this calendar year 2026 before chaos breaks out.AUT_021 · AI · prob 57% · resolves 2026-11 · Defining software movement of 2026: startups building autonomous platforms specifically designed to 235_046 · Geopolitics · prob 42% · resolves 2026-11 · Window of global AI regulation is a few months before capabilities proliferate widely.IND_007 · Labor/Jobs · prob 42% · resolves 2026-12 · Massive 'Corporate Collapse' 2026 as legacy businesses fail to integrate GPT-5 level capabilities — 246_006 · Markets/Stocks · prob 48% · resolves 2027-05 · OpenAI will IPO by end of 2026, Anthropic early-to-mid 2027 (may try end of 2026).232_009 · AI · prob 46% · resolves 2027-06 · Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.237_019 · AI · prob 35% · resolves 2027-06 · Code generation models are pushing development in the direction of TypeScript instead of Rust for me229_026 · Robotics · prob 38% · resolves 2027-09 · By next year (2027), Figure expects to show real general purpose capability inside the robot; possib239_032 · AI · prob 40% · resolves 2027-09 · Progress in AI will continue as series of overlapping S-curves238_013 · AI · prob 46% · resolves 2027-09 · Frontier labs will increasingly keep their most capable models secret to self-advanceCMQ_012 · AI · prob 41% · resolves 2027-10 · AGI by 2027; superintelligence by 2030 — full automation of AI researchers in 2027 triggers post-AGICMQ_007 · AI · prob 41% · resolves 2027-10 · Anthropic corporate revenue will reach trillions of dollars before 2030.CMQ_013 · AI · prob 40% · resolves 2027-10 · A 5-OOM (100,000x) effective-compute leap will occur between 2024-2027 — bridging GPT-4 high-schoole239_002 · AI · prob 44% · resolves 2027-10 · AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latestAI_002 · AI · prob 16% · resolves 2027-11 · Models matching the collective cognitive capacity of 'a country of geniuses in a datacenter' — actinCMQ_004 · AI · prob 28% · resolves 2027-11 · AGI-like models matching or outperforming human experts across most professional domains could arrivINF_001 · AI · prob 48% · resolves 2027-11 · Reaching AGI by 2027 will require deployment of hundreds of millions of AI GPUs — forcing total mobiSEM_023 · Semis/Markets · prob 63% · resolves 2027-12 · No AI bubble — semiconductor positive trend will remain robust through 2026 with 'crystal clear' gro231_050 · Macro/Economy · prob 53% · resolves 2028-06 · New economy built with AI agents will work around old economy rather than through it.233_021 · AI · prob 39% · resolves 2028-06 · AI learning will improve via closed-loop reinforcement learning cycle making results keep increasingROB_001 · AI · prob 29% · resolves 2028-10 · If hundreds of millions of AGI instances are deployed simultaneously by 2027 to automate the algorit229_044 · AI · prob 35% · resolves 2028-11 · Positive transfer learning will continue to emerge, meaning more diverse data makes Figure robots brCMQ_018 · Geopolitics · prob 35% · resolves 2028-11 · By 2027-2028, the strategic value of superintelligence + impossible trillion-dollar infrastructure c248_016 · AI · prob 49% · resolves 2028-11 · ASI is imminent; access to top AI models will be closed down in a couple of years.CYB_011 · Consumer · prob 44% · resolves 2028-12 · Consumer commerce shifts from 'search and click' to 'ask and buy' — persistent AI agents with hyper-238_026 · AI · prob 44% · resolves 2029-03 · Every attempt to pause frontier AI capabilities ends up being a net accelerant238_022 · AI · prob 39% · resolves 2029-03 · From here forward, training data will be synthetic (pre-training era of human internet data is over)CYB_012 · AI · prob 44% · resolves 2029-08 · 'Recommendation poisoning' — deliberate corruption of the data lakes, training sets, and persistent CMQ_016 · AI · prob 33% · resolves 2029-10 · Post-AGI (2027+), a decade of human-led algorithmic progress will be compressed into ~1 year or lessINF_071 · AI · prob 42% · resolves 2029-10 · Artificial General Intelligence will be achieved by 2029; humans will begin to merge with AI; computAUT_002 · AI · prob 59% · resolves 2029-11 · Models excelling at highly structured mathematical benchmarks exhibit a 'unified capability substratCMQ_003 · AI · prob 23% · resolves 2030-09 · By 2030, AI models will surpass peak human expert levels across virtually all cognitive domains — onSPC_027 · AI · prob 58% · resolves 2030-10 · A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becomi235_001 · AI · prob 46% · resolves 2030-10 · Anthropic will be first company to hit $1 trillion in revenue by 2029-2030.CMQ_022 · AI · prob 34% · resolves 2030-10 · AGI will arrive within a decade (by 2030) — driven primarily by massive raw compute deployment and nINF_016 · Energy · prob 57% · resolves 2030-10 · Power generation is the 'innermost loop' and absolute limiting factor on AI expansion; any AI capabiAI_001 · AI · prob 33% · resolves 2030-11 · AI will surpass peak human intelligence across ALL economically valuable domains by 2030, extending AI_008 · AI · prob 29% · resolves 2030-11 · Once 2027 AGI arrives (AI researchers capable of autonomous research), the intelligence explosion beFUT_002 · AI · prob 40% · resolves 2031-08 · Mean expert estimate for AGI collapsed from 50-year horizon to ~5 years over a 4-year window leading242_047 · Biotech/Longevity · prob 39% · resolves 2031-11 · Frontier AI may solve most diseases in 5 yearsIND_004 · AI · prob 43% · resolves 2034-09 · True AGI remains approximately a decade away (circa 2034) — AGI will NOT manifest as sudden uncontroAI_006 · AI · prob 38% · resolves 2034-10 · True autonomous agents are 'not anywhere close' — AGI and reliable long-horizon agents will require AUT_012 · AI · prob 38% · resolves 2035-10 · True AGI arrives 2030-2035 (5-10 years from 2026) based on advanced 'world model systems' — current CMQ_011 · AI · prob 39% · resolves 2036-10 · AGI is plausible within 10 years, BUT alignment and safety must be solved BEFORE reaching AGI — not INF_072 · AI · prob 40% · resolves 2042-09 · There is approximately a 50/50 chance that simply scaling existing methodologies (transformer architSEM_034 · AI/AGI · prob 29% · resolves 2042-12 · True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, thIND_022 · Biotech/Longevity · prob 23% · resolves 2049-09 · AGI arrives before 2029 (Turing test); true Singularity (ASI) occurs in 2040s — total human-machine 59 claimstoday202620272028202920302031

How to read this

  • Tall bands are high-prior futures — the network thinks they're most likely.
  • Dots inside a band are the tracked claims linked to that scenario. Click any dot to drill in.
  • Dashed colored vertical line = the scenario's own resolution date. Scenarios with target_window_end past the right edge resolve "beyond horizon."
  • Claims appearing in multiple bands (Phase 2A's cosine-linked correlate edges often link a prediction to several scenarios) just render in each band they touch — a hint the claim is scenario-robust.