← Cockpit
SEM_003predictionEnergy/Computehardware

Fierce zero-sum scramble will saturate every available long-term power contract and voltage transformer through rest of decade.

Predictor: Leopold Aschenbrenner

Prior probability
88.0%
Current probability
85.7%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2030-12-31
Edges in / out
3 / 5
Tickers exposed
35

Prediction text

Fierce zero-sum scramble will saturate every available long-term power contract and voltage transformer through rest of decade. | behind the scenes, a fierce, zero-sum scramble is occurring | Hyperscaler PPA & transformer lead-time reports

Key catalyst: Hyperscaler PPA & transformer lead-time reports

Watch events: Transformer lead-time reports; hyperscaler PPA announcements; utility capex disclosures

Verbatim quote

From episode "Forecasts and Strategic Vectors in the Global Semiconductor and Compute Manufacturing Ecosystem (2023-2026)"
behind the scenes, a fierce, zero-sum scramble is occurring

Resolution evidence

Status: in_progress

GE Vernova, Siemens Energy, Eaton reporting multi-year transformer backlogs. Hyperscaler PPAs with nuclear (TMI, Susquehanna) + natural gas (MSFT/OpenAI in PA) multiplying Q4-2025/Q1-2026.

Predictor: Leopold Aschenbrenner

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0417
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Leopold Aschenbrenner 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: energy_grid_rebuild_5y

Linked

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 85.7% → blend 85.7% 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

8 prob_history rows
0%25%50%75%100%prior 88%2026-04-302026-05-102026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 85.7%

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: 8 pending
  1. 2026-12-18pendingQ1 window check-in (25%)
  2. 2026-12-31pendingPower transformer lead time exceeds 36 months on US orders
    How: Verified hyperscaler/utility filing or analyst report (S&P, Wood Mackenzie) confirming high-voltage transformer lead times >=36 months on new US orders
    Source: TechTicker: Power Transformer Shortage 2026 ($64B grid bottleneck) — already at 128 weeksconf 85%
  3. 2026-12-31pendingHyperscaler PPA-driven cancellation/delay of >=10 GW US data center capacity in single year
    How: Aggregate of public filings + S&P Global / Wood Mackenzie report confirming >=10 GW of announced capacity delayed/cancelled due to power constraints
    Source: Tech-Insider: 7 GW already canceled out of 12 GW announced for 2026conf 80%
  4. 2027-06-30pendingHyperscalers move to direct generation financing (gas turbines, SMRs) at >=5 GW combined commitment
    How: Cumulative public announcements of hyperscaler-financed generation projects (Microsoft, Google, Amazon, Meta, OpenAI/Stargate) reaching >=5 GW signed PPAs/builds
    Source: Stargate (10 GW reached early 2026), Hyperscaler Energy 2026 Race private grid trendsconf 85%
  5. 2027-12-05pendingQ2 window check-in (50%)
  6. 2027-01-01 → 2028-12-31pendingLong-term firm power contracts (>=10 yr) on PJM/ERCOT/MISO interconnection queue exceed 200 GW
    How: FERC / RTO interconnection queue reports showing >=200 GW data-center-class load applications with long-term firm power contracts
    Source: S&P Global Power Update + Energy IB 50+ GW incremental load reportsconf 70%
  7. 2027-06-01 → 2029-12-31pendingCascade: utility regulatory body imposes data center curtailment or queue rationing
    How: PUC, FERC, or state regulator orders curtailment of data center load OR mandatory rationing of new interconnection slots in any major RTO
    Source: Cascade from current PJM capacity auction price spikesconf 60%
  8. 2028-11-21pendingQ3 window check-in (75%)

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: 86%)

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
LBP2026-05-24T02:00:02Z85.7%-6.4pp
Network propagation: 92.2% → 85.7%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
intake_event_update2026-05-21T23:15:16Z92.2%+12.6pp
intake:7afeeb9a-f217-4dd2-b910-24ff14bdfc39 bayesian_v2 inside=0.922 blend=0.922 LLR=1.106 κ=0.69 no_blend
Raw metadata
{
  "trf": 0.9227567477486047,
  "kappa": 0.6875,
  "base_rate": null,
  "predictor": "Leopold Aschenbrenner",
  "total_llr": 1.6094379124341,
  "bayesian_v2": true,
  "prior_logit": 1.35810281733824,
  "bayes_factor": "3.0:1 favoring",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.7954511828065798,
  "kappa_source": "predictor_table",
  "blend_applied": false,
  "contributions": [
    {
      "llr": 1.6094379124341,
      "kappa": 0.6875,
      "label": "Zero-sum power scramble visible in PJM auction dynamics.",
      "adjusted_llr": 1.106488564798444
    }
  ],
  "evidence_kind": "intake_event_update",
  "inside_source": "history_v2",
  "inside_weight": 1,
  "outside_weight": 0,
  "posterior_prob": 0.921621963643066,
  "evidence_origin": "daily_intake",
  "llm_suggestions": [
    {
      "polarity": "corroborates",
      "status_change": "unchanged",
      "evidence_strength": "strong",
      "delta_prob_suggestion": 0.05
    }
  ],
  "posterior_logit": 2.464591382136684,
  "predictor_brier": 0.04167,
  "evidence_doc_ids": [],
  "inside_posterior": 0.921621963643066,
  "blended_posterior": 0.921621963643066,
  "reference_class_id": null,
  "total_adjusted_llr": 1.106488564798444,
  "predictor_n_resolved": 3
}
LBP2026-05-17T02:00:01Z79.5%-4.5pp
Network propagation: 84.1% → 79.5%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z84.1%-6.6pp
Network propagation: 90.6% → 84.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
intake_event_update2026-05-03T02:40:54Z90.6%+14.4pp
intake:515b84c4-6b29-4d57-8dd6-d41dac0675ec bayesian_v2 inside=0.906 blend=0.906 LLR=1.106 κ=0.69 no_blend
Raw metadata
{
  "trf": 0.9330894585109082,
  "kappa": 0.6875,
  "base_rate": null,
  "predictor": "Leopold Aschenbrenner",
  "total_llr": 1.6094379124341,
  "bayesian_v2": true,
  "prior_logit": 1.163829941522502,
  "bayes_factor": "3.0:1 favoring",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.7620279384882584,
  "kappa_source": "predictor_table",
  "blend_applied": false,
  "contributions": [
    {
      "llr": 1.6094379124341,
      "kappa": 0.6875,
      "label": "The pattern is no longer abstract: hyperscalers are directly contracting for gigawatt-scale generation, exploring altern",
      "adjusted_llr": 1.106488564798444
    }
  ],
  "evidence_kind": "intake_event_update",
  "inside_source": "history_v2",
  "inside_weight": 1,
  "outside_weight": 0,
  "posterior_prob": 0.9063888159263092,
  "evidence_origin": "daily_intake",
  "llm_suggestions": [
    {
      "polarity": "corroborates",
      "status_change": "accelerated",
      "evidence_strength": "strong",
      "delta_prob_suggestion": 0.1
    }
  ],
  "posterior_logit": 2.270318506320946,
  "predictor_brier": 0.04167,
  "evidence_doc_ids": [],
  "inside_posterior": 0.9063888159263092,
  "blended_posterior": 0.9063888159263092,
  "reference_class_id": null,
  "total_adjusted_llr": 1.106488564798444,
  "predictor_n_resolved": 3
}
LBP2026-05-03T02:00:01Z76.2%-2.2pp
Network propagation: 78.4% → 76.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z78.4%-3.8pp
Network propagation: 82.2% → 78.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z82.2%-5.8pp
Network propagation: 88.0% → 82.2%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.880-0.268
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.880-0.077
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.880-0.044

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050+0.152
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050+0.146
prereq230_024
Under a certain age (40-50) life expectancy is infinity due Dave Blundin
39.6%0.6000.050+0.098
prereq246_010
SpaceX/XAI/Tesla will be the first $100 trillion company witPeter Diamandis
42.7%0.6000.050+0.066
prereq231_038
TSMC fabs will come online in 5-6-7 years; Elon won't wait tDave Blundin
44.0%0.6000.050+0.054

Ticker exposure

35 ticker(s) linked

Beneficiaries (24)

CEVANBISCRWVMUAMBAALABIRENARMASMLTSMSITMNVDADELLAMATAMDANETATEYYAVGOCSCOLNVGYMRVLNXPIQCOMSIEGY

Adverse (4)

LRCXAMDINTCAMAT

Prerequisites (3)

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

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq246_010SpaceX/XAI/Tesla will be the first $100 trillion company within 5 years.Markets/Stocks
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq231_038TSMC fabs will come online in 5-6-7 years; Elon won't wait that long.AI
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy
prereq230_024Under a certain age (40-50) life expectancy is infinity due to longevity escape velocity.Biotech/Longevity

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-12-31[Energy/Regulation 2030-12] [SEM_003] Transformer lead-time reports; hyperscaler PPA announcements; utility capex disclosures [INF_016] xAI / Tesla firm-power contracts; Colossus GW additions; Texas ERCOT capacity auctions [INF_013] Oklopending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importGE Vernova, Siemens Energy, Eaton reporting multi-year transformer backlogs. Hyperscaler PPAs with nuclear (TMI, Susquehanna) + natural gas (MSFT/OpenAI in PA) multiplying Q4-2025/Q1-2026.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.583polymarketValorant: Team Liquid vs Team Vitality (BO3) - VCT EMEA Playoffs0%mentionspending2026-05-02
0.581polymarketGames Total: O/U 3.50%mentionspending2026-05-02
0.573polymarketValorant: LOUD vs Cloud9 (BO3) - VCT Americas Stage 1 Group Alpha55%mentionspending2026-04-27
0.565polymarketCounter-Strike: Heroic vs Sharks (BO1) - IEM Cologne Major Stage 162%mentionspending2026-05-16
0.562polymarketCounter-Strike: Natus Vincere vs Vitality (BO5) - BLAST Rivals Playoffs0%mentionspending2026-05-02
0.561polymarketValorant: LOUD vs Leviatán Esports (BO3) - VCT Americas Stage 1 Group Alpha16%mentionspending2026-05-04
0.560arxivCriticality in the disordered $N$-color Ashkin-Teller modelmentionspending2026-05-28
0.558polymarketLoL: ZeroZone Gaming vs Dream Esports (BO1) - LPLOL Regular Season0%mentionspending2026-05-14
0.558polymarketValorant: Team Heretics vs Eternal Fire (BO3) - VCT EMEA Playoffs100%mentionspending2026-05-11
0.557polymarketMap Handicap: VIT (-1.5) vs Natus Vincere (+1.5)100%mentionspending2026-05-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "THESIS",
  "role": "Guest-VC/Researcher",
  "context": "Aschenbrenner notes hyperscalers are contracting every available long-term power supply and voltage transformer manufacturer for the remainder of the decade.",
  "to_year": 2030,
  "verbatim": "behind the scenes, a fierce, zero-sum scramble is occurring",
  "conv_cues": "zero-sum scramble; every available",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "through end of decade",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2026-12-18",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Power transformer lead time exceeds 36 months on US orders",
      "source": "TechTicker: Power Transformer Shortage 2026 ($64B grid bottleneck) — already at 128 weeks",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://techticker.fyi/power-transformer-shortage-the-64b-grid-bottleneck-killing-ai-data-center-timelines/",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Verified hyperscaler/utility filing or analyst report (S&P, Wood Mackenzie) confirming high-voltage transformer lead times >=36 months on new US orders"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler PPA-driven cancellation/delay of >=10 GW US data center capacity in single year",
      "source": "Tech-Insider: 7 GW already canceled out of 12 GW announced for 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://tech-insider.org/us-ai-data-center-delays-cancellations-7gw-capacity-crisis-2026/",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Aggregate of public filings + S&P Global / Wood Mackenzie report confirming >=10 GW of announced capacity delayed/cancelled due to power constraints"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscalers move to direct generation financing (gas turbines, SMRs) at >=5 GW combined commitment",
      "source": "Stargate (10 GW reached early 2026), Hyperscaler Energy 2026 Race private grid trends",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://openai.com/index/five-new-stargate-sites/",
      "expected_date": "2027-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Cumulative public announcements of hyperscaler-financed generation projects (Microsoft, Google, Amazon, Meta, OpenAI/Stargate) reaching >=5 GW signed PPAs/builds"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-12-05",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Long-term firm power contracts (>=10 yr) on PJM/ERCOT/MISO interconnection queue exceed 200 GW",
      "source": "S&P Global Power Update + Energy IB 50+ GW incremental load reports",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.spglobal.com/ratings/en/regulatory/article/-br-power-update-a-surging-data-center-tide-lifts-the-power-sector-s101644835",
      "expected_date": "2028-01-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "FERC / RTO interconnection queue report
... (truncated)