← Cockpit
241_043predictionAIAGI

ASI will arrive within 2 years to 5 years to this next decade

Predictor: Peter Diamandis · ep#241 "Eric Schmidt on the Robotics Race, Singularity Timeline, and Energy Shortage" · source

Prior probability
65.0%
Current probability
35.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
in_progress
Window
2028-01-01 – 2035-10-31
Edges in / out
136 / 4
Tickers exposed
21

Prediction text

ASI will arrive within 2 years to 5 years to this next decade | we're going to get to ASI at some point, whether it's 2 years out, 5 years out, some place in this next decade

Watch events: ARC-AGI-2 scores; Frontier Math Tier 4 benchmark; SWE-bench Verified; Humanity's Last Exam

Verbatim quote

From episode "Eric Schmidt on the Robotics Race, Singularity Timeline, and Energy Shortage"
we're going to get to ASI at some point, whether it's 2 years out, 5 years out, some place in this next decade

Resolution evidence

Status: in_progress

Range 2028-2035. SF consensus (Schmidt, Amodei, Hassabis, Altman) all cluster 2026-2030. Peter's range is broad enough to be highly likely.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).

Reference class

Not linked

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

Probability over time

5 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.9%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 1 fired ✓ · 12 pending
  1. 2026-06-30 → 2028-06-30pendingFrontier AI lab publicly claims AGI-level capability on a recognized benchmark (METR HCAST, ARC-AGI-2, or successor)
    How: Public announcement from OpenAI, Anthropic, or Google DeepMind claiming AGI or 'expert-level across all cognitive domains' with benchmark scores published; verified by third-party (METR/Apollo Research)
    Source: Dario Amodei: 'powerful AI by 2026-2027'; Sam Altman 'few thousand days'conf 55%
  2. 2027-01-01 → 2029-12-31pendingAI system independently produces a peer-reviewed scientific discovery accepted to a top-tier venue without human co-authorship beyond supervision
    How: Publication in Nature/Science/PNAS or NeurIPS/ICML where AI system is sole or lead 'author' (or where human role is disclosed as supervisory only), with novel result validated by independent replication
    Source: Sakana AI Scientist; Google Co-Scientist precedentsconf 50%
  3. 2027-06-30 → 2029-12-31pendingCompute scaling crosses 10^28 FLOPs for a single training run
    How: Epoch AI or model card disclosure of a training run exceeding 10^28 FLOPs (10x GPT-5/Claude 4.5 estimates); confirmed via inference-time and parameter count consistency
    Source: Epoch AI compute trends; SemiAnalysis trackingconf 65%
  4. 2027-01-01 → 2030-06-30pendingSovereign-scale compute moat established (>=5GW dedicated AI training cluster operational)
    How: At least one 5GW+ AI training campus (Stargate, Anthropic Rainier, or equivalent) reaches operational status with first training run completed
    Source: OpenAI/Oracle Stargate roadmap; Anthropic-Amazon Rainierconf 70%
  5. 2028-01-01 → 2031-12-31pendingAI-driven recursive self-improvement loop demonstrates measurable capability gain per iteration
    How: Published evidence (e.g., Anthropic AAR or OpenAI o-series successor) of an AI system improving its successor via automated research, with capability gain >=10% per iteration on standard evals over >=3 iterations
    Source: Anthropic Automated Alignment Researcherconf 45%
  6. 2030-01-01 → 2033-12-31pendingPublic discourse and government commission declares ASI achieved or imminent
    How: Formal G7/UN/US-EO declaration or major-lab press conference claiming superintelligence achieved, paired with widespread coverage in NYT/WSJ/FT and economic disruption metrics (mass labor displacement filings)
    Source: Existential safety commissions; AI 2027 scenarioconf 40%
  7. 2036-08-14pendingPeople will be on Mars within 10 years
  8. 2036-08-24pendingMass driver on the moon within 10 years
  9. 2036-09-06pendingMoon base will exist in 10 years

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: 36%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-17T02:00:01Z35.9%-1.3pp
Network propagation: 37.2% → 35.8%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z37.2%-2.6pp
Network propagation: 39.7% → 37.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z39.7%-4.6pp
Network propagation: 44.3% → 39.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.3%-7.6pp
Network propagation: 51.9% → 44.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.9%-13.1pp
Network propagation: 65.0% → 51.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

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

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.232
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.650+0.202
prereq241_006
Everyone is out of hardware and electricity due to AI boomEric Schmidt
78.9%0.6500.050+0.159
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.6500.050+0.155
prereq229_047
Figure's 3,000 B200 GPU cluster is coming online for Helix pBrett Adcock
77.3%0.6500.050+0.151

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq239_010
Mass driver on the moon within 10 yearsElon Musk
36.7%0.5000.050-0.159
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.084
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.074
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.063

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (136)

Predictions that must hit first
TypePredTitleDomainLag
prereq241_052Standard AI data centers being built at 400 MW scale, half-mile longEnergy
prereq248_040Pausing AI will fail and only accelerate race dynamics.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq229_047Figure's 3,000 B200 GPU cluster is coming online for Helix pre-training with much larger GPUs planned.AI
prereq241_006Everyone is out of hardware and electricity due to AI boomAI
prereq238_010AI takeoff/inflection is happening nowAI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq232_014Recursive self-improvement is already here, not 12 months away.AI
prereq241_004AI progress is not stoppable or controllable by any government, individual, or corporationAI
prereq229_013The next 12-18 months will be the largest AI transformation ever seen.AI
prereq233_020Texas Sports Academy will operate at $300/month per parent using Texas billion-dollar voucher program.Education
prereq238_020Math field is 'cooked' — AI will solve research-level mathematics (first open hard math problem imminently)AI
prereqCMQ_001By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.AI
prereq237_025We are currently in the midst of the singularity, not waiting for it in the 2040s as originally expected.AI
prereq240_056Anthropic enterprise market share to continue growing (went from 40% to 73% in 3 months)AI
prereq241_011By end of 2026, no one will write code manually - it'll be a quaint skillLabor/Jobs
prereq241_014The world a year from today will be nothing like the world todayAI
prereq241_024Heat dissipation and radiation issues in space data centers will be addressedSpace
prereq241_026Space data center technology is understood and largely figured outSpace
prereq231_005Next year frontier reasoning costs will be pennies (down from ~$7 now).AI
prereq231_012Within 6 months to a year physics problems will be massively addressed by AI.AI
prereq247_041AI-powered drugs have 85% phase 1 success vs 52% traditionalBiotech/Longevity
prereq232_010Voice becomes the new interface in the AI era, replacing typing.AI
prereq232_018We are living through a moment that will be in history for thousands of years: nonhuman intelligence arrived.AI
prereq244_032Uber will cash flow $10B this year (2026)Markets/Stocks
prereq233_016Alpha will keep opening schools coast-to-coast; 13 new schools this year with more to come.Education
prereq243_044Tesla with FSD is 10 times safer than human driving (host claim)Auto/Transport
prereq235_022US will add a record 86 gigawatts of utility-scale capacity this coming year.Energy
prereq235_033Chinese eVTOL taxi service moving toward commercial operations in 2027.Auto/Transport
prereq237_001Increased hacker profile and AI-driven social engineering attacks will become more and more prevalent.AI
prereq237_002We will see a lot of evolution and many OpenClaw variants emerging very quickly as an early domain being developed.AI
prereq247_046AI investment will reach $3 billion per day, up from $2B in 2025AI
prereq242_012Flying cars (eVTOLs) will be operating in US within 18 monthsAuto/Transport
prereq241_060Data centers will be built in space / rockets will carry data centersSpace
prereq238_004Future Vision X-Prize will produce at least one (possibly two) feature films depicting the futureMedia/Ads
prereq241_054Space wins by far on energy argument for data centersSpace
prereq231_013Math is cooked (will be solved), physics cooked, biology char broiled.AI
prereq241_019AI scaling laws have not hit an asymptote yetAI
prereq247_006Anthropic ARR will reach $100 billion by end of 2026AI
prereq246_027AI models will be capable enough for terrorist groups to create novel pathogens (near future).AI
prereq241_062Best AI labs will need to be controlled by humans (at the moment)AI
prereq241_017Equivalent of ~60 nuclear plants needed by 2030 but essentially zero being builtEnergy
prereq237_024Skippy will listen to this YouTube video and self-improve based on the transcript (Peter's expectation).AI
prereq229_007Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control.Robotics
prereq241_038Chinese AI strategy is edge computing focused vs US AGI/ASI centeredAI
prereq241_055Next frontier of AI infrastructure is spaceSpace
prereqCMQ_004AGI-like models matching or outperforming human experts across most professional domains could arrive as early as 2026-2027.AI
prereq238_017Uber will automate approximately 30% of its employment this year (2026)Labor/Jobs
prereq241_036No frontier AI company will emerge in Russia due to warAI
prereq241_037Chinese AI strategy will stay open source / open weightsAI
prereq241_01692 GW power shortage in America between now and 2030Energy
prereq241_049Underage kids / AI vulnerability problem must be solved - line we can't crossAI
prereq239_003We are currently in AI hard takeoffAI
prereq241_047Universities should create prompt engineering course starting September for all freshmenEducation
prereq244_035Uber will only enter adjacencies that 'rhyme' with core capabilitiesOther
prereq244_016AV will grow very quickly but remains very small industry todayAuto/Transport
prereq241_031Scientists don't agree yet on approach for recursive self-improvementAI
prereq243_043Tesla Cybercab priced around $30K vs Waymo cars around $150KAuto/Transport
prereq235_014Sam Altman predicted 40x year-over-year hyperdeflation of AI costs at constant capability.AI
prereq240_005The organizational singularity will impact every company, nonprofit, and governmentAI
prereq246_035Terafab pilot phase is $25B, yielding ~$4B/year revenue for Intel.AI
prereq243_041Delivery/retail (non-food) business growing much faster than expectedConsumer
prereq236_029Regulatory regime will be very pro-business despite 80% wanting AI more regulatedAI
prereq246_026In next year, significant cyber threats to mitigate from AI models (cited Altman).AI
prereq240_014Cost of reasoning models has dropped 1,000x in 16 monthsAI
prereq241_041Biological and nuclear attacks spawned by AI are real dangersAI
prereq229_006Figure will graduate from room-scale autonomy to full-house autonomy next.Robotics
prereq229_015The current Figure facility will top out around 50,000 units per year at full capacity.Robotics
prereq232_008Real-time AI video generation will break any video/voice-based security mechanisms.AI
prereq232_009Startups will continue to deploy dangerous AI tech even after hyperscalers voluntarily pause it.AI
prereq232_013Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.AI
prereq232_034Apple owning an open-weight LLM hosting strategy would be the single best product strategy for their hardware.AI
prereq237_00312 months in AI will be like 12 years; the next year will be wild.AI
prereq237_012Over the next 12 months OpenClaw technology will be digested into corporations, causing destruction (layoffs) but also growth.Labor/Jobs
prereq238_025AI computer-use benchmarks (OSWorld, Tbench) have broken through human levelAI
prereq240_006OpenClaw on AWS will be the biggest enterprise unlock in decadesAI
prereq240_034Morgan Stanley forecasts 13-40GW data center power shortfall through 2028Energy
prereq241_025Elon Musk predicts launch per hour cadence to populate satellite constellationsSpace
prereq241_032World can accommodate ~10 frontier AI companies at scaleAI
prereq241_033Few frontier AI companies will be in ChinaAI
prereq241_034One or two frontier AI companies in EuropeAI
prereq241_039In a year we'll know better which AI labs pull aheadAI
prereq241_040A Chernobyl-like AI tragedy is likely to happen, will awaken world to actAI
prereq241_046Gemini 3 is probably the broadest of the non-Chinese AI systemsAI
prereq241_051AI systems eventually won't have the ability to do completely new thingsAI
prereq241_057Elon Musk believes robot building robot is imminentRobotics
prereq246_025Sam Altman predicts world-shaking cyber attack this year (2026).AI
prereq248_008Jack Dorsey aims to reduce Block's org depth from 5 to 2-3 layers this year.AI
prereq248_024AI will drive an explosion of new religions and AI cults.Other
prereq238_047US will add 86 GW of new grid capacity in 2026, 51% from solarEnergy
prereq229_043Figure expects to hire a small handful of lead customers rather than broad distribution over next 6-12 months.Robotics
prereq238_039Apple's underused unified memory overhang will likely collapse within the next yearAI
prereq229_004By summer 2026, Figure will have almost none of its supply chain in China.Geopolitics
prereq241_035Maybe one frontier AI company in IndiaAI
prereq247_048Battery energy densities improving 8% year-over-year per constant dollarEnergy
prereq238_005By September 2026 there will be 1000+ ultra-high-inspirational-quality videos of the future generated nearly freeAI
prereq248_028Personalized AI-designed medicine stories will repeat until it's n=10 billion.Biotech/Longevity
prereq248_049Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.AI
prereq237_023Baby AGI agents will need and develop an 'immune system' for prompt injection and cybersecurity threats in real time.AI
prereq237_018We are seeing a Cambrian explosion of OpenClaw variants (PicoClaw, IronClaw, NanoClaw, Nanobot, etc.) with many more to come.AI
prereq237_016A specific-sliver OpenClaw-powered vertical SaaS could become a $5 million company overnight for ~$200 subscription cost.Markets/Stocks
prereq240_015Post-transformer architectures will make a 1000x cost reduction look like child's playAI
prereq234_050Open-source maintainers will be overwhelmed by AI-discovered software vulnerabilitiesAI
prereq234_027Element Biosciences will launch $600K desktop $100-per-genome machine in second half of 2026Biotech/Longevity
prereq234_026AI rent-a-human service feature of scoring humor/visuals will be gone in monthsAI
prereq239_004xAI/Grok will catch up and exceed competitors on coding by mid-2026AI
prereq248_032First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.Biotech/Longevity
prereq239_002AI recursive self-improvement will be fully automated by end of 2026 or 2027 at latestAI
prereq245_035Gene drive tech is safer than prior dispersals and can be rolled backBiotech/Longevity
prereq246_023Grok 5 release ~20% probability for Q2 2026 per PolyMarket.AI
prereq240_046Public interest in any alien disclosure will fade within one or two daysMedia/Ads
prereq231_004The solution wavefront will spread from math/coding to physics, chemistry, and other fields.AI
prereq230_042A pure AI organization will emerge soon — won't look efficient, will look 'literally alien'.AI
prereq248_036AI will enable one-person conglomerates and one-person religions.AI
prereq230_001A billion-dollar revenue company is already being run by an AI CEO (with human as legal puppet).AI
prereq248_031Enhanced Games world records will accelerate on a scaling-law-style trajectory year over year.Biotech/Longevity
prereq248_044Alex: likely user ~1 million of a BCI implant (not 101) once upgradeable.Biotech/Longevity
prereq233_009A motivational learning bundle with video game designers will be released in 2026.Education
prereq245_017Disease/drought-resistant plants and animals market is currently hundreds of billions of dollarsBiotech/Longevity
prereq246_030DeepSeek V4 will NOT shock markets like prior DeepSeek releases.Markets/Stocks
prereq246_048Anthropic Mythos is ~5x more expensive than Opus, likely won't be widely run.AI
prereq247_012The bar for AI startups will rise to require being recursively self-improvingAI
prereq248_007We will see an explosion of AI-driven pop-up shops, retail venues, and malls orchestrated by AI.AI
prereq248_014If China leapfrogs the West algorithmically, the open/closed publication equilibrium will flip.AI
prereq248_025Religion will consolidate globally around fewer major religions while proliferating micro cults/sects.Other
prereq240_004A new repo from 2027 will go from zero to a billion stars in 5 minutesAI
prereq240_045White House to disclose something about aliens/UAPs in the next few months (rumors of June/July/summer)Geopolitics
prereq240_031Samsung will be optimized by orders of magnitude by ElonAI
prereq248_029Regime change at the FDA is not beyond the realm of reason.Biotech/Longevity
prereq235_035Apple finally launching AI with Gemini integration at WWDC in June 2026.AI
prereq233_004AI will be able to bootstrap four-year-olds into reading within roughly 18 months.AI
correlateS_ASI_MID_2034ASI mid: Schmidt 'ASI in 6 years'asi_recursive_self_improvement
correlateS_AGI_SLOW_2031AGI slow: Schmidt/Hassabis 5-10 year pathagi_general_capability
correlateS_ASI_FAST_2031ASI fast: RSI within 5y of AGIasi_recursive_self_improvement
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (4)

Predictions enabled by this
TypePredTitleDomainLag
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space
prereq239_010Mass driver on the moon within 10 yearsSpace

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.671manifoldWill I have another peak moment in the next 5 years?36%mentionspending2026-05-11
0.669manifoldIf ASI is achieved before Manifest 2027, will Manifest 2027 occur?77%mentionspending2026-05-06
0.566manifoldwill we (husband + me) move back to our hometown within 3 years?57%mentionspending2026-06-03

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "2-10 years",
  "url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
  "mode": "FORECAST",
  "role": "Host",
  "caveats": "range of timelines",
  "context": "we're going to get to ASI at some point, whether it's 2 years out, 5 years out, some place in this next decade",
  "to_year": 2035,
  "verbatim": "we're going to get to ASI at some point, whether it's 2 years out, 5 years out, some place in this next decade",
  "conv_cues": "at some point",
  "direction": "HAPPEN",
  "from_year": 2028,
  "timeframe": "2028-2035",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "prereq",
      "label": "The next 12-18 months will be the largest AI transformation ever seen.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -13,
      "source_id": "229_013",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Figure will graduate from room-scale autonomy to full-house autonomy next.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -12,
      "source_id": "229_006",
      "expected_date": "2026-06-17",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "The current Figure facility will top out around 50,000 units per year at full capacity.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -11,
      "source_id": "229_015",
      "expected_date": "2026-06-18",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "Figure's entire 2026 roadmap will be built around Helix 2, extending from logistics to full-body long-horizon control.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "229_007",
      "expected_date": "2026-06-28",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "By summer 2026, Figure will have almost none of its supply chain in China.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "229_004",
      "expected_date": "2026-07-18",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "Figure expects to hire a small handful of lead customers rather than broad distribution over next 6-12 months.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "229_043",
      "expected_date": "2027-02-13",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Frontier AI lab publicly claims AGI-level capability on a recognized benchmark (METR HCAST, ARC-AGI-2, or successor)",
      "source": "Dario Amodei: 'powerful AI by 2026-2027'; Sam Altman 'few thousand days'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.darioamodei.com/essay/machines-of-loving-grace",
      "expected_date": "2027-06-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-30"
      },
      "measurement_criterion": "Public announcement from OpenAI, Anthropic, or Google DeepMind claiming AGI or 'expert-level across all cognitive domains' with benchmark scores published; verified by third-party (METR/Apollo Research)"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI system independently produces a peer-reviewed scientific discovery accepted to a top-tier venue without human co-authorship beyond supervision",
      "source": "Sakana AI Scientist; Google Co-Scientist precedents",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2028-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Publication in Nature/Science/PNAS or NeurIPS/ICML where AI system is s
... (truncated)