Compute clusters will scale from $10B → $100B → $1T by end of decade; 'another zero every six months' on boardroom projections.
Predictor: Leopold Aschenbrenner
Prediction text
Compute clusters will scale from $10B → $100B → $1T by end of decade; 'another zero every six months' on boardroom projections. | every six months, another zero is appended to boardroom projections | Single-site >5GW data-center power contracts
Key catalyst: Single-site >5GW data-center power contracts
Watch events: xAI/OpenAI/Meta/MSFT single-site power contracts >5GW; TX/OK/PA mega-site announcements
Verbatim quote
every six months, another zero is appended to boardroom projections
Resolution evidence
xAI Colossus (200k GPUs), OpenAI Stargate ($500B), Meta/MSFT $75B+ capex each in 2025 — trajectory supports $100B+ single clusters by 2027.
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-04-01 → 2027-12-31pendingStargate reaches 10GW deployed capacity per OpenAI/NVIDIA letter of intentHow: OpenAI/NVIDIA joint announcement confirms cumulative Stargate deployed power capacity reaches 10GW (Vera Rubin systems online)Source: https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructureconf 75%
- 2026-06-01 → 2028-06-30pendingFirst single-site >=5GW data-center power purchase agreement signedHow: FERC filing, utility press release, or hyperscaler 8-K disclosing a single-site PPA with contracted load >=5GWSource: https://openai.com/index/five-new-stargate-sites/conf 70%
- 2026-06-01 → 2028-12-31pendingHyperscaler boardroom communication or analyst day cites $100B-tier single-cluster training capexHow: Microsoft/Google/Meta/Amazon CFO commentary or analyst-day deck discloses single-training-cluster capex commitment >=$100BSource: https://www.datacenterdynamics.com/en/news/openai-announces-five-more-us-stargate-data-centers-with-oracle-and-softbank/conf 65%
- 2027-01-01 → 2029-12-31pendingAggregate hyperscaler+OpenAI announced capex for AI training reaches $1T cumulativeHow: Sum of OpenAI Stargate ($500B) + MSFT/GOOG/META/AMZN announced AI capex commitments crosses $1T cumulative per Bloomberg or Bank of America compute trackerSource: https://en.wikipedia.org/wiki/Stargate_LLCconf 55%
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": 0.8992190174501268,
"kappa": 0.6875,
"base_rate": null,
"predictor": "Leopold Aschenbrenner",
"total_llr": -0.6931471805599453,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.19500975093883596,
"bayes_factor": "1.6:1 against",
"blend_reason": "no reference_class linked",
"inside_prior": 0.5485985232890597,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": false,
"contributions": [
{
"llr": -0.6931471805599453,
"kind": "prereq",
"kappa": 0.6875,
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"weight": 0.5,
"strength": "moderate",
"confidence": null,
"source_url": null,
"adjusted_llr": -0.4765386866349624,
"expected_date": "2026-06-25",
"measurement_criterion": null
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.37054668778491123,
"outside_weight": 0.6294533122150887,
"posterior_prob": 0.43007897703129105,
"posterior_logit": -0.28152893569612647,
"predictor_brier": 0.04167,
"inside_posterior": 0.43007897703129105,
"blended_posterior": 0.43007897703129105,
"reference_class_id": null,
"total_adjusted_llr": -0.4765386866349624,
"predictor_n_resolved": 3
}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 | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.700 | +0.205 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.700 | +0.192 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.700 | 0.050 | +0.174 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.700 | +0.172 |
| prereq | SEM_011 Nvidia became the world's first $5 trillion company (late 20 — Jensen Huang | 85.5% | 0.700 | 0.050 | +0.172 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| 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 | -0.125 |
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.033 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.017 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.008 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.004 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (16)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| correlate | S_COMPUTE_1GW_2027 | Compute: 1GW operational by Jun 2027 | compute_scale | — |
| correlate | S_GRID_50GW_2027 | 50GW dedicated AI/data center grid by Dec 2027 | energy_grid_expansion | — |
| correlate | S_COMPUTE_10GW_2028 | Compute: 10GW total by Dec 2028 | compute_scale | — |
| correlate | S_COMPUTE_100GW_2030 | Compute: 100GW national-scale by Dec 2030 | compute_scale | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| 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 | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2030-12-31 | [Capability 2030-12] ster announcement; Stargate progression [SEM_001] xAI/OpenAI/Meta/MSFT single-site power contracts >5GW; TX/OK/PA mega-site announcements | pending |
Linked documents (5)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.664 | arxiv | CloudCons: A Comprehensive End-to-End Benchmark for Cloud Resource Consolidation | — | mentions | pending | 2026-06-11 |
| 0.630 | arxiv | ClusBench: The Clustering Benchmark Data Resource You've All Been Waiting For (?) | — | mentions | pending | 2026-06-09 |
| 0.597 | arxiv | Fast and effective algorithms for fair clustering at scale | — | mentions | pending | 2026-05-13 |
| 0.574 | arxiv | Statistical Properties of $k$-means Clustering for Data Missing Completely at Random | — | mentions | pending | 2026-07-02 |
| 0.548 | arxiv | How to evaluate clustering with ground truth? | — | mentions | pending | 2026-06-25 |
Raw metadata
{
"nia": false,
"qty": "$1T cluster",
"mode": "FORECAST",
"role": "Guest-VC/Researcher",
"context": "The industry paradigm shifted practically overnight from $10B compute clusters to $100B clusters, with trillion-dollar clusters targeted by end of decade.",
"to_year": 2030,
"verbatim": "every six months, another zero is appended to boardroom projections",
"conv_cues": "trillion-dollar; explicit goal; inevitable trajectory",
"direction": "NUMERIC_TARGET",
"from_year": 2026,
"timeframe": "2026-2030",
"conv_level": "HIGH",
"milestones": [
{
"kind": "prereq",
"label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
"status": "hit",
"weight": 0.5,
"ordinal": -11,
"source_id": "SEM_011",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
},
{
"kind": "prereq",
"label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
"status": "hit",
"weight": 0.5,
"ordinal": -10,
"source_id": "SEM_027",
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},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
"status": "hit",
"weight": 0.5,
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"source_id": "SEM_014",
"expected_date": "2026-04-29",
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{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
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"ordinal": -8,
"source_id": "SEM_012",
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"observed_date": "2026-04-29",
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},
{
"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29",
"hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
},
{
"kind": "prereq",
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"status": "overdue",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_015",
"expected_date": "2026-06-25",
"observed_date": null,
"miss_emitted_at": "2026-07-03T22:12:25.328464+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "llm_pre_event",
"label": "Stargate reaches 10GW deployed capacity per OpenAI/NVIDIA letter of intent",
"source": "https://www.datacenterfrontier.com/machine-learning/article/55319132/scaling-stargate-openais-five-new-us-data-centers-push-toward-10-gw-ai-infrastructure",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.75,
"expected_date": "2027-02-14",
"research_origin": "training",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-04-01"
},
"measurement_criterion": "OpenAI/NVIDIA joint announcement confirms cumulative Stargate deployed power capacity reaches 10GW (Vera Rubin systems online)"
},
{
"kind": "llm_pre_event",
"label": "First single-site >=5GW data-center power purchase agreement signed",
"source": "https://openai.com/index/fiv
... (truncated)