← Cockpit
INF_006predictionAIDC-land-coverage

Over time, very large fractions of the earth's land surface will be given over to data centers as AI compute demand scales — hyperscaler DC footprint transitions from discrete campuses to regional-scale compute territories.

Predictor: Sam Altman

Prior probability
50.0%
Current probability
39.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2028-01-01 – 2040-11-30
Edges in / out
6 / 0
Tickers exposed
0

Prediction text

Over time, very large fractions of the earth's land surface will be given over to data centers as AI compute demand scales — hyperscaler DC footprint transitions from discrete campuses to regional-scale compute territories. | a lot of the world gets covered in data centers over time | OpenAI Abilene Phase 2; GW/week build cadence

Key catalyst: OpenAI Abilene Phase 2; GW/week build cadence

Watch events: OpenAI regional expansion announcements; hyperscaler land-purchase disclosures; rural zoning battles

Verbatim quote

From episode "The Architecture of Intelligence: AI Infrastructure, Energy & Networking Predictions (2023-2026)"
a lot of the world gets covered in data centers over time

Resolution evidence

Status: pending

OpenAI Abilene TX mega-DC under construction; Stargate $500B; OpenAI goal of 1 GW/week capacity addition at ~$20B/GW (Axios, Oct 2025). Consistent spatial-scale trajectory.

Predictor: Sam Altman

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0625
excellent
Hits / Misses
0 / 0
of 1 resolved
Hit rate
0.0%
Calibration plot (stated vs observed)

Evidence about this node from Sam Altman 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 50%2026-04-302026-05-022026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 39.8%

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: 1 overdue ⏱ · 10 pending
  1. 2025-12-15 → 2026-06-30overdueOpenAI / Stargate exits 2025 with >2GW operational capacity, on track for 10GW Stargate buildout
    How: OpenAI, Oracle, or SoftBank press release or SEC filing confirms cumulative operational data center capacity exceeding 2GW across Stargate sites, with construction continuing at Abilene and announced new sites in NM/OH
    Source: https://fortune.com/2025/09/25/i-met-sam-altman-in-texas-hes-turning-the-race-for-ai-into-a-gigawatt-arms-race/conf 85%
  2. 2027-06-01 → 2029-06-30pendingUS data center IT-power demand passes 100GW (S&P Global trajectory: 108GW in 2028)
    How: S&P Global, Goldman Sachs, or DOE/EIA annual data center power estimate reports US data center electricity demand for IT equipment exceeds 100GW
    Source: https://www.spglobal.com/energy/en/news-research/latest-news/electric-power/101425-data-center-grid-power-demand-to-rise-22-in-2025-nearly-triple-by-2030conf 75%
  3. 2027-01-01 → 2030-12-31pendingFirst single-campus data center facility surpasses 5GW total contracted power capacity
    How: Public utility filing, SEC disclosure, or hyperscaler announcement confirms single contiguous data center campus with >=5GW contracted capacity (multiples of current single-site records of ~1-2GW)
    Source: https://www.goldmansachs.com/insights/articles/ai-to-drive-165-increase-in-data-center-power-demand-by-2030conf 70%
  4. 2027-06-01 → 2032-12-31pendingFirst US state grid operator declares data center load exceeds 30% of regional electricity demand
    How: Regional ISO/RTO (PJM, ERCOT, MISO) or state PUC formal filing reports data center load exceeds 30% of total demand in a service territory; analogous to Frankfurt 42% or Dublin ~80% concentration today
    Source: https://www.brookings.edu/articles/global-energy-demands-within-the-ai-regulatory-landscape/conf 60%
  5. 2030-04-16pendingQ1 window check-in (25%)
  6. 2029-06-01 → 2031-12-31pendingGlobal data center electricity consumption reaches 945 TWh, ~3-4% of world electricity (IEA base case)
    How: IEA Annual Electricity Report or World Energy Outlook reports global data center consumption at or near 945 TWh threshold, representing ~3-4% of world electricity demand
    Source: https://www.iea.org/reports/energy-and-ai/energy-demand-from-aiconf 70%
  7. 2032-07-31pendingQ2 window check-in (50%)
  8. 2032-01-01 → 2036-12-31pendingHyperscaler footprint exceeds 250GW global cumulative AI compute capacity (Altman's stated 'audacious long-term goal')
    How: Aggregate hyperscaler (Microsoft, Google, Amazon, OpenAI/Stargate, Meta, xAI) operational AI compute capacity reported by S&P / IEA / Goldman exceeds 250GW combined, validating Altman's 2033 target
    Source: https://sharongoldman.substack.com/p/on-the-ground-in-texas-for-sam-altmansconf 50%
  9. 2034-11-15pendingQ3 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: 40%)

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
LBP2026-05-03T02:00:01Z39.8%+1.5pp
Network propagation: 38.3% → 39.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z38.3%-4.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.383 blend=0.383 LLR=-0.201 κ=0.58 no_blend
Raw metadata
{
  "trf": 1,
  "kappa": 0.5833,
  "base_rate": null,
  "predictor": "Sam Altman",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.2759439510793495,
  "bayes_factor": "1.2:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.43144844970809176,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.495805,
      "label": "OpenAI / Stargate exits 2025 with >2GW operational capacity, on track for 10GW Stargate buildout",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.85,
      "source_url": "https://fortune.com/2025/09/25/i-met-sam-altman-in-texas-hes-turning-the-race-for-ai-into-a-gigawatt-arms-race/",
      "adjusted_llr": -0.20103162792556845,
      "expected_date": "2026-03-23",
      "measurement_criterion": "OpenAI, Oracle, or SoftBank press release or SEC filing confirms cumulative operational data center capacity exceeding 2GW across Stargate sites, with construction continuing at Abilene and announced new sites in NM/OH"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.38296655208358343,
  "posterior_logit": -0.47697557900491794,
  "predictor_brier": 0.0625,
  "inside_posterior": 0.38296655208358343,
  "blended_posterior": 0.38296655208358343,
  "reference_class_id": null,
  "total_adjusted_llr": -0.20103162792556845,
  "predictor_n_resolved": 1
}
LBP2026-04-30T16:39:51Z43.1%-1.6pp
Network propagation: 44.8% → 43.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z44.8%-5.2pp
Network propagation: 50.0% → 44.8%
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%0.0500.500-0.056
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.500+0.048

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
correlateS_COMPUTE_10GW_2028Compute: 10GW total by Dec 2028compute_scale
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
correlateS_COMPUTE_STARGATE_FAILUREStargate failure: <500MW by 2029compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (4)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.618gdeltmentionspending2026-04-30
0.617arxivSpatiotemporal downscaling and nowcasting of urban land surface temperatures with deep neural networksmentionspending2026-05-13
0.602arxivIntercomparison of Machine Learning Algorithms for Remote Sensing-based In-season Crop Mappingmentionspending2026-06-04
0.538arxivTatarstan Toponyms: A Bilingual Dataset and Hybrid RAG System for Geospatial Question Answeringmentionspending2026-05-07

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Altman has repeatedly framed compute infrastructure as the bottleneck to AGI economics, with OpenAI committing $1.4T / ~30 GW in physical infrastructure and targeting a run-rate of ~1 GW/week at ~$20B/GW buildout.",
  "to_year": 2040,
  "verbatim": "a lot of the world gets covered in data centers over time",
  "conv_cues": "CEO FIRST_PERSON; explicit spatial claim",
  "direction": "HAPPEN",
  "from_year": 2028,
  "timeframe": "long-term (2030+)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OpenAI / Stargate exits 2025 with >2GW operational capacity, on track for 10GW Stargate buildout",
      "source": "https://fortune.com/2025/09/25/i-met-sam-altman-in-texas-hes-turning-the-race-for-ai-into-a-gigawatt-arms-race/",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://fortune.com/2025/09/25/i-met-sam-altman-in-texas-hes-turning-the-race-for-ai-into-a-gigawatt-arms-race/",
      "expected_date": "2026-03-23",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2025-12-15"
      },
      "measurement_criterion": "OpenAI, Oracle, or SoftBank press release or SEC filing confirms cumulative operational data center capacity exceeding 2GW across Stargate sites, with construction continuing at Abilene and announced new sites in NM/OH"
    },
    {
      "kind": "llm_pre_event",
      "label": "US data center IT-power demand passes 100GW (S&P Global trajectory: 108GW in 2028)",
      "source": "https://www.spglobal.com/energy/en/news-research/latest-news/electric-power/101425-data-center-grid-power-demand-to-rise-22-in-2025-nearly-triple-by-2030",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://www.spglobal.com/energy/en/news-research/latest-news/electric-power/101425-data-center-grid-power-demand-to-rise-22-in-2025-nearly-triple-by-2030",
      "expected_date": "2028-06-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "S&P Global, Goldman Sachs, or DOE/EIA annual data center power estimate reports US data center electricity demand for IT equipment exceeds 100GW"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 10GW total by Dec 2028",
      "status": "pending",
      "weight": 0.3,
      "ordinal": -9,
      "source_id": "S_COMPUTE_10GW_2028",
      "expected_date": "2028-12-31",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First single-campus data center facility surpasses 5GW total contracted power capacity",
      "source": "https://www.goldmansachs.com/insights/articles/ai-to-drive-165-increase-in-data-center-power-demand-by-2030",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.goldmansachs.com/insights/articles/ai-to-drive-165-increase-in-data-center-power-demand-by-2030",
      "expected_date": "2028-12-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Public utility filing, SEC disclosure, or hyperscaler announcement confirms single contiguous data center campus with >=5GW contracted capacity (multiples of current single-site records of ~1-2GW)"
    },
    {
      "kind": "llm_post_event",
      "label": "First US state grid operator declares data center load exceeds 30% of regional electricity demand"
... (truncated)