Fierce zero-sum scramble will saturate every available long-term power contract and voltage transformer through rest of decade.
Predictor: Leopold Aschenbrenner
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
behind the scenes, a fierce, zero-sum scramble is occurring
Resolution evidence
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
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
Major grid expansion (>50GW) within 5y of announce
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
- 2026-12-18pendingQ1 window check-in (25%)
- 2026-12-31pendingPower transformer lead time exceeds 36 months on US ordersHow: Verified hyperscaler/utility filing or analyst report (S&P, Wood Mackenzie) confirming high-voltage transformer lead times >=36 months on new US ordersSource: TechTicker: Power Transformer Shortage 2026 ($64B grid bottleneck) — already at 128 weeksconf 85%
- 2026-12-31pendingHyperscaler PPA-driven cancellation/delay of >=10 GW US data center capacity in single yearHow: Aggregate of public filings + S&P Global / Wood Mackenzie report confirming >=10 GW of announced capacity delayed/cancelled due to power constraintsSource: Tech-Insider: 7 GW already canceled out of 12 GW announced for 2026conf 80%
- 2027-06-30pendingHyperscalers move to direct generation financing (gas turbines, SMRs) at >=5 GW combined commitmentHow: Cumulative public announcements of hyperscaler-financed generation projects (Microsoft, Google, Amazon, Meta, OpenAI/Stargate) reaching >=5 GW signed PPAs/buildsSource: Stargate (10 GW reached early 2026), Hyperscaler Energy 2026 Race private grid trendsconf 85%
- 2027-12-05pendingQ2 window check-in (50%)
- 2027-01-01 → 2028-12-31pendingLong-term firm power contracts (>=10 yr) on PJM/ERCOT/MISO interconnection queue exceed 200 GWHow: FERC / RTO interconnection queue reports showing >=200 GW data-center-class load applications with long-term firm power contractsSource: S&P Global Power Update + Energy IB 50+ GW incremental load reportsconf 70%
- 2027-06-01 → 2029-12-31pendingCascade: utility regulatory body imposes data center curtailment or queue rationingHow: PUC, FERC, or state regulator orders curtailment of data center load OR mandatory rationing of new interconnection slots in any major RTOSource: Cascade from current PJM capacity auction price spikesconf 60%
- 2028-11-21pendingQ3 window check-in (75%)
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
{
"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
}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
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | +0.152 |
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | +0.146 |
| prereq | 230_024 Under a certain age (40-50) life expectancy is infinity due — Dave Blundin | 39.6% | 0.600 | 0.050 | +0.098 |
| prereq | 246_010 SpaceX/XAI/Tesla will be the first $100 trillion company wit — Peter Diamandis | 42.7% | 0.600 | 0.050 | +0.066 |
| prereq | 231_038 TSMC fabs will come online in 5-6-7 years; Elon won't wait t — Dave Blundin | 44.0% | 0.600 | 0.050 | +0.054 |
Ticker exposure
Beneficiaries (24)
Adverse (4)
Prerequisites (3)
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 246_010 | SpaceX/XAI/Tesla will be the first $100 trillion company within 5 years. | Markets/Stocks | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 231_038 | TSMC fabs will come online in 5-6-7 years; Elon won't wait that long. | AI | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
| prereq | 230_024 | Under a certain age (40-50) life expectancy is infinity due to longevity escape velocity. | Biotech/Longevity | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 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] Oklo | pending |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | 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. |
Linked documents (10)
Raw metadata
{
"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)