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
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
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
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
Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)
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
Milestone chain
- 2026-06-01 → 2027-12-31pendingMetaculus aggregate AGI forecast median crosses below 2030How: Metaculus 'When will the first general AI be announced' question median forecast date moves below January 1, 2030 sustained for >=60 daysSource: deep_research_enrichedconf 60%
- 2026-06-01 → 2028-12-31pendingAGI Timelines aggregate dashboard combined forecast median enters 2029-2031 bandHow: AGI Timelines Dashboard combined forecast (Metaculus + Manifold + Kalshi) reports median date squarely within 2029-2031 window for >=60 consecutive daysSource: deep_research_enrichedconf 70%
- 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 progressSource: deep_research_enrichedconf 60%
- 2026-12-01 → 2028-12-31pendingCapability benchmark threshold crossing — agent autonomous-task duration exceeds 8h on METR ladderHow: METR or comparable autonomous-task benchmark shows frontier model completing >=8-hour autonomous task envelope at >=50% success, validating sub-3-year AGI compression hypothesisSource: deep_research_enrichedconf 60%
- 2027-06-01 → 2030-12-31pendingFrontier-lab self-report: internal model passes 'remote-worker substitution' evalHow: 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-endSource: deep_research_enrichedconf 50%
- 2029-07-08pendingQ1 window check-in (25%)
- 2030-01-13pendingQ2 window check-in (50%)
- 2030-07-20pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| correlate | S_ASI_MID_2034 | ASI mid: Schmidt 'ASI in 6 years' | asi_recursive_self_improvement | — |
| correlate | S_AGI_SLOW_2031 | AGI slow: Schmidt/Hassabis 5-10 year path | agi_general_capability | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | 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. |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.629 | arxiv | Why Do Time Series Models Need Long Context Windows? | — | mentions | pending | 2026-06-01 |
| 0.625 | manifold | GPT 5.5 METR 50% time horizon | — | mentions | pending | 2026-05-05 |
| 0.605 | polymarket | Bab el-Mandeb Strait effectively closed by April 30? | 1% | mentions | pending | 2026-03-16 |
| 0.603 | polymarket | Strait of Hormuz traffic returns to normal by end of April? | 0% | mentions | pending | 2026-03-09 |
| 0.596 | polymarket | Strait of Hormuz traffic returns to normal by December 31? | 75% | mentions | pending | 2026-05-06 |
| 0.593 | polymarket | Strait of Hormuz traffic returns to normal by end of May? | 0% | mentions | pending | 2026-03-31 |
| 0.592 | polymarket | Strait of Hormuz traffic returns to normal by July 31? | 33% | mentions | pending | 2026-05-06 |
| 0.591 | polymarket | Strait of Hormuz traffic returns to normal by end of June? | 14% | mentions | pending | 2026-04-13 |
| 0.584 | polymarket | Strait of Hormuz traffic returns to normal by May 15? | 0% | mentions | pending | 2026-04-22 |
| 0.564 | manifold | How many weeks will the Strait of Hormuz remain closed? | — | mentions | pending | 2026-05-07 |
Raw metadata
{
"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)