← Cockpit
SEM_001predictionAI/ComputeAI-scaling

Compute clusters will scale from $10B → $100B → $1T by end of decade; 'another zero every six months' on boardroom projections.

Predictor: Leopold Aschenbrenner

Prior probability
70.0%
Current probability
54.9%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
pending
Window
2026-01-01 – 2030-12-31
Edges in / out
16 / 5
Tickers exposed
37

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

From episode "Forecasts and Strategic Vectors in the Global Semiconductor and Compute Manufacturing Ecosystem (2023-2026)"
every six months, another zero is appended to boardroom projections

Resolution evidence

Status: pending

xAI Colossus (200k GPUs), OpenAI Stargate ($500B), Meta/MSFT $75B+ capex each in 2025 — trajectory supports $100B+ single clusters by 2027.

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

Not linked

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

Probability over time

5 prob_history rows
0%25%50%75%100%prior 70%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 54.9%

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: 5 fired ✓ · 6 pending
  1. 2026-04-01 → 2027-12-31pendingStargate reaches 10GW deployed capacity per OpenAI/NVIDIA letter of intent
    How: 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%
  2. 2026-06-01 → 2028-06-30pendingFirst single-site >=5GW data-center power purchase agreement signed
    How: FERC filing, utility press release, or hyperscaler 8-K disclosing a single-site PPA with contracted load >=5GW
    Source: https://openai.com/index/five-new-stargate-sites/conf 70%
  3. 2026-06-01 → 2028-12-31pendingHyperscaler boardroom communication or analyst day cites $100B-tier single-cluster training capex
    How: Microsoft/Google/Meta/Amazon CFO commentary or analyst-day deck discloses single-training-cluster capex commitment >=$100B
    Source: https://www.datacenterdynamics.com/en/news/openai-announces-five-more-us-stargate-data-centers-with-oracle-and-softbank/conf 65%
  4. 2027-01-01 → 2029-12-31pendingAggregate hyperscaler+OpenAI announced capex for AI training reaches $1T cumulative
    How: Sum of OpenAI Stargate ($500B) + MSFT/GOOG/META/AMZN announced AI capex commitments crosses $1T cumulative per Bloomberg or Bank of America compute tracker
    Source: https://en.wikipedia.org/wiki/Stargate_LLCconf 55%

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: 55%)

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
LBP2026-05-17T02:00:01Z54.9%-1.1pp
Network propagation: 56.0% → 54.9%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z56.0%-2.1pp
Network propagation: 58.1% → 56.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z58.1%-3.8pp
Network propagation: 61.9% → 58.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z61.9%-3.5pp
Network propagation: 65.3% → 61.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z65.3%-4.7pp
Network propagation: 70.0% → 65.3%
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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.700+0.086
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.700-0.076
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.700+0.073
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.7000.050-0.062
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.7000.050-0.061

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq231_038
TSMC fabs will come online in 5-6-7 years; Elon won't wait tDave Blundin
44.0%0.6000.050-0.092
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.033
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050+0.029
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050+0.019
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050+0.000

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (16)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_GRID_50GW_202750GW dedicated AI/data center grid by Dec 2027energy_grid_expansion
correlateS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
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

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
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 announcementspending

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.597arxivFast and effective algorithms for fair clustering at scalementionspending2026-05-13

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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"
    },
    {
      "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",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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,
      "ordinal": -9,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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"
    },
    {
      "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": "pending",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "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/five-new-stargate-sites/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2027-06-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "FERC filing, utility press release, or hyperscaler 8-K disclosing a 
... (truncated)