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AUT_019predictionAIGPU-rental-50-percent-spike

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

Prior probability
80.0%
Current probability
70.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
hit
Window
2026-01-01 – 2026-11-30
Edges in / out
4 / 0
Tickers exposed
32

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

Status: hit

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

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0200
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
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

Not linked

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

Probability over time

4 prob_history rows
0%25%50%75%100%prior 80%2026-04-292026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 70.0%

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: 3 overdue ⏱
  1. 2026-01-30overdueQ1 window check-in (25%)
  2. 2026-03-01overdueQ2 window check-in (50%)
  3. 2026-03-30overdueQ3 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: 70%)

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
LBP2026-05-03T02:00:01Z70.0%-1.7pp
Network propagation: 71.7% → 70.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z71.7%-3.0pp
Network propagation: 74.8% → 71.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z74.8%-5.2pp
Network propagation: 80.0% → 74.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
resolution_terminal2026-04-29T22:23:18Z100.0%+28.3pp
resolution_terminal hit outcome=1.0 pre_resolution=0.717
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 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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.800-0.163
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.800+0.040
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.800+0.025
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.800+0.010

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

32 ticker(s) linked

Beneficiaries (24)

NBISALABTSMDOCNAIARMIRENAMBASITMCEVANVDACRWVGOOGLAMDANETAVGOCSCODELLINTCLNVGYMRVLNXPIQCOMSIEGY

Adverse (4)

TRVPGRALLUBER

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importWeil 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)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.659arxivAI CFD Scientist: Toward Open-Ended Computational Fluid Dynamics Discovery with Physics-Aware AI Agentsmentionspending2026-05-07
0.644arxivIn-context learning to predict critical transitions in dynamical systemsmentionspending2026-05-12
0.558polymarketLoL: Weibo Gaming vs JD Gaming (BO3) - LPL Group Ascend32%mentionspending2026-05-07

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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":