Weil's April 2026 exit from OpenAI VP of Science signals critical juncture — as AI transitions from singular query-response to continuous autonomous agentic loops required for scientific discovery, underlying computational costs surge exponentially; GP...
Predictor: Kevin Weil
Prediction text
Weil's April 2026 exit from OpenAI VP of Science signals critical juncture — as AI transitions from singular query-response to continuous autonomous agentic loops required for scientific discovery, underlying computational costs surge exponentially; GPU rental prices spiked ~50% in immediate preceding months; sustaining autonomous research systems requires capital structures exceeding current venture models, driving researchers toward decentralized / novel hardware paradigms. | Rubin shipment and GPU rental normalization
Key catalyst: Rubin shipment and GPU rental normalization
Watch events: H100/H200/B200 spot pricing; Rubin production ramp
Resolution evidence
Weil OpenAI exit April 2026 confirmed. GPU rental prices (H100/H200 market) spiked 30-60% in early 2026 per SemiAnalysis tracking. Novel-hardware pursuit (Groq, Cerebras, Sambanova) accelerating.
Predictor: Kevin Weil
Calibration plot (stated vs observed)
Evidence about this node from Kevin Weil 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-01-30overdueQ1 window check-in (25%)
- 2026-03-01overdueQ2 window check-in (50%)
- 2026-03-30overdueQ3 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
Raw metadata
{
"source": "backfill_resolution_history.py",
"status": "hit",
"bayesian_v2": false,
"outcome_prob": 1,
"evidence_kind": "resolution_terminal",
"posterior_prob": 1,
"delta_to_outcome": 0.28285000000000005,
"inside_posterior": 0.71715,
"validation_notes": "Weil OpenAI exit April 2026 confirmed. GPU rental prices (H100/H200 market) spiked 30-60% in early 2026 per SemiAnalysis tracking. Novel-hardware pursuit (Groq, Cerebras, Sambanova) accelerating.",
"validation_status": "hit",
"pre_resolution_prob": 0.71715,
"resolution_evidence": "Weil OpenAI exit April 2026 confirmed. GPU rental prices (H100/H200 market) spiked 30-60% in early 2026 per SemiAnalysis tracking. Novel-hardware pursuit (Groq, Cerebras, Sambanova) accelerating.",
"does_not_update_current_prob": true
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.800 | -0.163 |
| killer | TK06 China-Taiwan Military Conflict | 8.0% | 0.050 | 0.800 | +0.040 |
| killer | TK11 Autonomous Regulatory Block (Level 4 Halt) | 10.0% | 0.050 | 0.800 | +0.025 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.800 | +0.010 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (4)
Prerequisites (4)
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | Weil OpenAI exit April 2026 confirmed. GPU rental prices (H100/H200 market) spiked 30-60% in early 2026 per SemiAnalysis tracking. Novel-hardware pursuit (Groq, Cerebras, Sambanova) accelerating. |
Linked documents (3)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.659 | arxiv | AI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agents | — | mentions | pending | 2026-05-07 |
| 0.644 | arxiv | In-context learning to predict critical transitions in dynamical systems | — | mentions | pending | 2026-05-12 |
| 0.558 | polymarket | LoL: Weibo Gaming vs JD Gaming (BO3) - LPL Group Ascend | 32% | mentions | pending | 2026-05-07 |
Raw metadata
{
"nia": false,
"qty": "~50% GPU rental spike",
"mode": "OBSERVATION+FORECAST",
"role": "Cited-Other",
"context": "Extends ROB_002 (Weil 99% code) and ROB_003 (25yr-in-5yr science) with specific economic-constraint framing. Distinct compute-economics thesis tied to autonomous-research compute consumption.",
"to_year": 2026,
"conv_cues": "analytical extrapolation from executive movement + market data",
"direction": "UP",
"from_year": 2026,
"timeframe": "2026",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2026-01-30",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
"expected_date": "2026-03-01",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -1,
"source_id": null,
"expected_date": "2026-03-30",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "event",
"label": "Weil's April 2026 exit from OpenAI VP of Science signals critical juncture — as AI transitions from singular query-response to continuous au",
"status": "hit",
"weight": 1,
"ordinal": 0,
"source_id": "AUT_019",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
}
],
"repeat_eps": 1,
"affiliation": "Ex-OpenAI Head of Science",
"attribution": "CITED",
"granularity": "YEAR",
"resolved_at": "2026-04-29T22:23:18.317686+00:00",
"source_refs": "62",
"target_date": "2026-12-15T00:00:00",
"display_date": "2026-04-29",
"episode_date": "2026-04-22T00:00:00",
"key_catalyst": "Rubin shipment and GPU rental normalization",
"parse_method": "YEAR endpoint",
"domain_bucket": "AI",
"episode_title": "Strategic Forecasts and Predictive Frameworks in Artificial Intelligence (2023-2026): Autonomy, AV, eVTOL, Surveillance, Bio-sensing",
"fault_line_id": "F003, F006, F007",
"flag_repeated": false,
"in_5yr_window": true,
"source_report": "AI Predictions Autonomy AV eVTOL Surveillance.md (2026-04-22)",
"appears_in_eps": "AUT-RPT",
"futurist_phase": "Phase 1 (2026)",
"is_macro_claim": false,
"total_mentions": 1,
"priority_weight": 3,
"ps_cluster_tags": [
"C2",
"C3",
"C5"
],
"report_evidence": "Anchor section: Kevin Weil — Autonomy and Economics of Compute.",
"active_end_month": "2026-12",
"recent_statement": "Weil exit April 2026.",
"watch_events_raw": "H100/H200/B200 spot pricing; Rubin production ramp",
"months_from_today": 8,
"probability_layer": "Higher (in-flight)",
"active_start_month": "2026-01",
"december_dispersal": {
"reason": "december_dispersal: domain=AI → 11/2026",
"new_date": "2026-11-30",
"old_date": "2026-12-31",
"applied_at": "2026-04-30T16:28:34.304992+00:00"
},
"flag_nia_bracketed": false,
"resolved_at_source": "validations_observed_at",
"track_record_grade": "A-",
"track_record_notes": "Executive-movement-as-signal framing interpretive; underlying compute-cost data verified.",
"contradicting_notes": "Rubin platform + next-gen silicon may normalize costs 2026 H2; spike may be transitory.",
"flag_near_term_2027": false,
"flag_high_conviction": false,
"milestones_derived_at": "2026-05-02T03:08:50.530747+00:00",
"reference_class_match":