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
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
a lot of the world gets covered in data centers over time
Resolution evidence
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
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-12-15 → 2026-06-30overdueOpenAI / Stargate exits 2025 with >2GW operational capacity, on track for 10GW Stargate buildoutHow: 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/OHSource: 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%
- 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 100GWSource: 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%
- 2027-01-01 → 2030-12-31pendingFirst single-campus data center facility surpasses 5GW total contracted power capacityHow: 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%
- 2027-06-01 → 2032-12-31pendingFirst US state grid operator declares data center load exceeds 30% of regional electricity demandHow: 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 todaySource: https://www.brookings.edu/articles/global-energy-demands-within-the-ai-regulatory-landscape/conf 60%
- 2030-04-16pendingQ1 window check-in (25%)
- 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 demandSource: https://www.iea.org/reports/energy-and-ai/energy-demand-from-aiconf 70%
- 2032-07-31pendingQ2 window check-in (50%)
- 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 targetSource: https://sharongoldman.substack.com/p/on-the-ground-in-texas-for-sam-altmansconf 50%
- 2034-11-15pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
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": 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
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_COMPUTE_1GW_2027 | Compute: 1GW operational by Jun 2027 | compute_scale | — |
| 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 | — |
| correlate | S_COMPUTE_STARGATE_FAILURE | Stargate failure: <500MW by 2029 | compute_scale | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (4)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.618 | gdelt | — | mentions | pending | 2026-04-30 | |
| 0.617 | arxiv | Spatiotemporal downscaling and nowcasting of urban land surface temperatures with deep neural networks | — | mentions | pending | 2026-05-13 |
| 0.602 | arxiv | Intercomparison of Machine Learning Algorithms for Remote Sensing-based In-season Crop Mapping | — | mentions | pending | 2026-06-04 |
| 0.538 | arxiv | Tatarstan Toponyms: A Bilingual Dataset and Hybrid RAG System for Geospatial Question Answering | — | mentions | pending | 2026-05-07 |
Raw metadata
{
"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)