← Cockpit
FUT_002predictionAIAGI-2029-2031-Metaculus-consensus

Mean 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...

Predictor: Superforecaster Community

Prior probability
55.0%
Current probability
39.8%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2029-01-01 – 2031-08-31
Edges in / out
6 / 0
Tickers exposed
0

Prediction text

Mean 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 aligned with aggressive Silicon Valley insider timelines. | Next Metaculus AGI aggregate threshold crossing

Key catalyst: Next Metaculus AGI aggregate threshold crossing

Watch events: Metaculus AGI date question; 80000 Hours annual expert survey

Resolution evidence

Status: in_progress

Metaculus AGI-by-2030 aggregate probability rose from ~15% (2020) to ~55% (2024-2026); 80000 Hours expert survey converges. Now positions aggregate consensus in 2029-2031 window.

Predictor: Superforecaster Community

κ + Brier as of 2026-05-22
κ (discount)
0.643
Brier
0.0000
excellent
Hits / Misses
2 / 0
of 2 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

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

Reference class: agi_breakthrough_5y

Linked via embedding similarity 0.707

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

Base rate
20.0%
1/5 historical
Inside weight
Outside weight
no pull
inside 39.8% → blend 39.8% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

5 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 39.8%

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: 9 pending
  1. 2026-06-01 → 2027-12-31pendingMetaculus aggregate AGI forecast median crosses below 2030
    How: Metaculus 'When will the first general AI be announced' question median forecast date moves below January 1, 2030 sustained for >=60 days
    Source: deep_research_enrichedconf 60%
  2. 2026-06-01 → 2028-12-31pendingAGI Timelines aggregate dashboard combined forecast median enters 2029-2031 band
    How: AGI Timelines Dashboard combined forecast (Metaculus + Manifold + Kalshi) reports median date squarely within 2029-2031 window for >=60 consecutive days
    Source: deep_research_enrichedconf 70%
  3. 2026-12-01 → 2028-12-31pendingSamotsvety / superforecaster AGI-by-2030 probability rises above 35%
    How: Samotsvety or comparable superforecaster cohort publishes updated AGI-by-2030 probability >=35% (vs ~28% baseline), citing capability progress
    Source: deep_research_enrichedconf 60%
  4. 2026-12-01 → 2028-12-31pendingCapability benchmark threshold crossing — agent autonomous-task duration exceeds 8h on METR ladder
    How: METR or comparable autonomous-task benchmark shows frontier model completing >=8-hour autonomous task envelope at >=50% success, validating sub-3-year AGI compression hypothesis
    Source: deep_research_enrichedconf 60%
  5. 2027-06-01 → 2030-12-31pendingFrontier-lab self-report: internal model passes 'remote-worker substitution' eval
    How: Anthropic, OpenAI, GDM, xAI public communication or system card claims internal model can substitute for a junior knowledge worker across >=50% of evaluated occupations end-to-end
    Source: deep_research_enrichedconf 50%
  6. 2029-03-31pendingScenario fires: AGI mid: Kurzweil 2029 path
  7. 2029-07-08pendingQ1 window check-in (25%)
  8. 2030-01-13pendingQ2 window check-in (50%)
  9. 2030-07-20pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 40%)

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
LBP2026-05-03T02:00:01Z39.8%+1.8pp
Network propagation: 37.9% → 39.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z37.9%+9.2pp
Network propagation: 28.7% → 37.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z28.7%-9.2pp
reference_class_assigned bayesian_v2 inside=0.550 blend=0.287 w_in=0.30 agi_breakthrough_5y
LBP2026-04-30T02:18:57Z37.9%+9.2pp
Network propagation: 28.7% → 37.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z28.7%-26.3pp
reference_class_assigned bayesian_v2 inside=0.550 blend=0.287 w_in=0.30 agi_breakthrough_5y

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%0.0500.550+0.102
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.550+0.077

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
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_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importMetaculus AGI-by-2030 aggregate probability rose from ~15% (2020) to ~55% (2024-2026); 80000 Hours expert survey converges. Now positions aggregate consensus in 2029-2031 window.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.629arxivWhy Do Time Series Models Need Long Context Windows?mentionspending2026-06-01
0.625manifoldGPT 5.5 METR 50% time horizonmentionspending2026-05-05
0.605polymarketBab el-Mandeb Strait effectively closed by April 30?1%mentionspending2026-03-16
0.603polymarketStrait of Hormuz traffic returns to normal by end of April?0%mentionspending2026-03-09
0.596polymarketStrait of Hormuz traffic returns to normal by December 31?75%mentionspending2026-05-06
0.593polymarketStrait of Hormuz traffic returns to normal by end of May?0%mentionspending2026-03-31
0.592polymarketStrait of Hormuz traffic returns to normal by July 31?33%mentionspending2026-05-06
0.591polymarketStrait of Hormuz traffic returns to normal by end of June?14%mentionspending2026-04-13
0.584polymarketStrait of Hormuz traffic returns to normal by May 15?0%mentionspending2026-04-22
0.564manifoldHow many weeks will the Strait of Hormuz remain closed?mentionspending2026-05-07

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "50yr horizon compressed to 5yr",
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Critical Metaculus-based AGI consensus. Complements AGI-timeline cohort: Aschenbrenner 2027 (ROB_001, CMQ_018), Amodei 2026-27 (AUT_009), Hassabis 2030-35 (AUT_012, IND_009), Karpathy ~2034 (IND_004), Kurzweil 2029 (INF_071, AI_007, IND_022). Places aggregate forecaster consensus 2029-2031.",
  "to_year": 2031,
  "conv_cues": "aggregate platform consensus; specific year-range",
  "direction": "HAPPEN",
  "from_year": 2029,
  "timeframe": "2029-2031",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Metaculus aggregate AGI forecast median crosses below 2030",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.metaculus.com/questions/5121/when-will-the-first-general-ai-system-be-devised-tested-and-publicly-announced/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Metaculus 'When will the first general AI be announced' question median forecast date moves below January 1, 2030 sustained for >=60 days"
    },
    {
      "kind": "llm_pre_event",
      "label": "AGI Timelines aggregate dashboard combined forecast median enters 2029-2031 band",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://agi-timelines-dashboard.vercel.app/",
      "expected_date": "2027-09-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "AGI Timelines Dashboard combined forecast (Metaculus + Manifold + Kalshi) reports median date squarely within 2029-2031 window for >=60 consecutive days"
    },
    {
      "kind": "llm_pre_event",
      "label": "Samotsvety / superforecaster AGI-by-2030 probability rises above 35%",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://benjamintodd.substack.com/p/shortening-agi-timelines-a-review",
      "expected_date": "2027-12-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-01"
      },
      "measurement_criterion": "Samotsvety or comparable superforecaster cohort publishes updated AGI-by-2030 probability >=35% (vs ~28% baseline), citing capability progress"
    },
    {
      "kind": "llm_pre_event",
      "label": "Capability benchmark threshold crossing — agent autonomous-task duration exceeds 8h on METR ladder",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://forecastingaifutures.substack.com/p/forecasting-agi-insights-from-prediction-markets",
      "expected_date": "2027-12-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-01"
      },
      "measurement_criterion": "METR or comparable autonomous-task benchmark shows frontier model completing >=8-hour autonomous task envelope at >=50% success, validating sub-3-year AGI compression hypothesis"
    },
    {
      "kind": "llm_post_event",
      "label": "Frontier-lab self-report: internal model passes 'remote-worker substitution' eval",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.5,
      "source_
... (truncated)