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INF_021predictionEnergysteel-mills-climate-deferral

AI data centers are the 'steel mills of the 21st century' — humanity will miss near-term climate-change mitigation goals, with the bet that a sufficiently capable AI later solves the climate crisis retroactively.

Predictor: Eric Schmidt

Prior probability
72.0%
Current probability
46.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2030-11-30
Edges in / out
2 / 0
Tickers exposed
0

Prediction text

AI data centers are the 'steel mills of the 21st century' — humanity will miss near-term climate-change mitigation goals, with the bet that a sufficiently capable AI later solves the climate crisis retroactively. | steel mills of the 21st century | Net-zero pledge revisions by top hyperscalers

Key catalyst: Net-zero pledge revisions by top hyperscalers

Watch events: Hyperscaler sustainability report revisions; EU AI Act energy-reporting requirements

Verbatim quote

From episode "The Architecture of Intelligence: AI Infrastructure, Energy & Networking Predictions (2023-2026)"
steel mills of the 21st century

Resolution evidence

Status: in_progress

Hyperscaler net-zero pledges repeatedly softened 2024-2026; Microsoft, Google Scope-2/3 emissions up materially; Three Mile Island restart, SMR investments indicate climate-goal deferral.

Predictor: Eric Schmidt

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0064
excellent
Hits / Misses
3 / 0
of 3 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Eric Schmidt 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 72%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.6%

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 ✓ · 4 pending
  1. 2024-10-08hitEric Schmidt: 'we're not going to hit climate goals anyway' — build more AI DCs
    How: Eric Schmidt publicly states humanity will miss near-term climate goals and advocates building AI data centers regardless
    Source: https://www.theregister.com/2024/10/08/eric_schmidt_speech/conf 99%
    Notes: HIT — Schmidt's original quote anchoring the prediction. Climate-deferral thesis on record.
  2. 2024-07-15hitGoogle quietly removes net-zero pledge from sustainability website
    How: Google relegates or removes 'net-zero by 2030' from prominent sustainability webpage placement
    Source: https://www.tomshardware.com/tech-industry/google-quietly-removes-net-zero-carbon-goal-from-website-amid-rapid-power-hungry-ai-data-center-buildout-industry-first-sustainability-pledge-moved-to-background-amidst-ai-energy-crisisconf 99%
    Notes: HIT — direct realization of 'Net-zero pledge revisions by top hyperscalers' resolution criterion.
  3. 2024-07-15hitGoogle emissions up 48% YoY due to AI buildout
    How: Google reports >=40% YoY emissions increase driven by AI data-center buildout
    Source: https://cleantechnica.com/2026/04/03/google-ai-carbon-emissions-a-lesson-in-situational-ethics/conf 95%
    Notes: HIT — emissions surged 48% with electricity consumption up 26% to 32.2 TWh.
  4. 2024-10-08hitData center industry projected to emit 2.5B tons CO2 through 2030 (3x non-AI baseline)
    How: Morgan Stanley or similar publishes forecast that AI data centers will generate 2.5B tons CO2 through 2030, 3x non-AI baseline
    Source: https://wattsupwiththat.com/2024/10/09/former-google-ceo-on-ai-were-not-going-to-hit-the-climate-goals-anyway/conf 85%
    Notes: HIT — Morgan Stanley study cited by Schmidt. Quantitative climate-impact framing.
  5. 2026-03-15hitMicrosoft signs 2.5GW gas power plant deal with Chevron for data centers
    How: Microsoft commits to fossil-fuel power for AI data centers (West Virginia gas + Chevron Texas plant)
    Source: https://www.gasilov.com/insights/ai-data-center-emissions-corporate-disclosure-gapconf 90%
    Notes: HIT — Microsoft + Chevron 2.5GW Texas gas plant directly contradicts net-zero pledge. Climate-deferral thesis.
  6. 2026-11-09pendingQ1 window check-in (25%)
  7. 2026-01-01 → 2028-12-31pendingMajor hyperscaler officially abandons or formally revises 2030 net-zero target
    How: Microsoft, Amazon, Google, or Meta publicly announces formal abandonment or 5+ year delay of 2030 net-zero commitment
    Source: 10-K sustainability disclosures, S&P Global Sustainable1conf 55%
    Notes: Direct event for resolution_criteria 'Net-zero pledge revisions by top hyperscalers'. Google has effectively done this; formal announcement next.
  8. 2027-09-17pendingQ2 window check-in (50%)
  9. 2028-07-25pendingQ3 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: 47%)

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
LBP2026-05-17T02:00:01Z46.6%-1.2pp
Network propagation: 47.9% → 46.6%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z47.9%-2.5pp
Network propagation: 50.3% → 47.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.3%-4.9pp
Network propagation: 55.2% → 50.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z55.2%-6.1pp
Network propagation: 61.3% → 55.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z61.3%-10.7pp
Network propagation: 72.0% → 61.3%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.720+0.019

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_100GW_2030Compute: 100GW national-scale by Dec 2030compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importHyperscaler net-zero pledges repeatedly softened 2024-2026; Microsoft, Google Scope-2/3 emissions up materially; Three Mile Island restart, SMR investments indicate climate-goal deferral.

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST+POLICY",
  "role": "Cited-Other",
  "context": "Schmidt's provocative policy position: accept elevated near-term carbon emissions in exchange for faster AGI development. Aligns with Morgan Stanley 2.5B tons CO2 through 2030 scenario.",
  "to_year": 2030,
  "verbatim": "steel mills of the 21st century",
  "conv_cues": "former CEO FIRST_PERSON; provocative framing",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Eric Schmidt: 'we're not going to hit climate goals anyway' — build more AI DCs",
      "notes": "HIT — Schmidt's original quote anchoring the prediction. Climate-deferral thesis on record.",
      "source": "https://www.theregister.com/2024/10/08/eric_schmidt_speech/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://finance.yahoo.com/news/former-google-ceo-eric-schmidt-161538746.html",
      "expected_date": "2024-10-31",
      "observed_date": "2024-10-08",
      "research_origin": "deep_research",
      "measurement_criterion": "Eric Schmidt publicly states humanity will miss near-term climate goals and advocates building AI data centers regardless"
    },
    {
      "kind": "llm_pre_event",
      "label": "Google quietly removes net-zero pledge from sustainability website",
      "notes": "HIT — direct realization of 'Net-zero pledge revisions by top hyperscalers' resolution criterion.",
      "source": "https://www.tomshardware.com/tech-industry/google-quietly-removes-net-zero-carbon-goal-from-website-amid-rapid-power-hungry-ai-data-center-buildout-industry-first-sustainability-pledge-moved-to-background-amidst-ai-energy-crisis",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://cleantechnica.com/2026/04/03/google-ai-carbon-emissions-a-lesson-in-situational-ethics/",
      "expected_date": "2025-04-01",
      "observed_date": "2024-07-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2025-12-31",
        "from": "2024-07-01"
      },
      "measurement_criterion": "Google relegates or removes 'net-zero by 2030' from prominent sustainability webpage placement"
    },
    {
      "kind": "llm_pre_event",
      "label": "Google emissions up 48% YoY due to AI buildout",
      "notes": "HIT — emissions surged 48% with electricity consumption up 26% to 32.2 TWh.",
      "source": "https://cleantechnica.com/2026/04/03/google-ai-carbon-emissions-a-lesson-in-situational-ethics/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://cleantechnica.com/2026/04/03/google-ai-carbon-emissions-a-lesson-in-situational-ethics/",
      "expected_date": "2025-05-31",
      "observed_date": "2024-07-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2024-07-01"
      },
      "measurement_criterion": "Google reports >=40% YoY emissions increase driven by AI data-center buildout"
    },
    {
      "kind": "llm_pre_event",
      "label": "Data center industry projected to emit 2.5B tons CO2 through 2030 (3x non-AI baseline)",
      "notes": "HIT — Morgan Stanley study cited by Schmidt. Quantitative climate-impact framing.",
      "source": "https://wattsupwiththat.com/2024/10/09/former-google-ceo-on-ai-were-not-going-to-hit-the-climate-goals-anyway/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.itpro.com/technology/artificial-intelligence/were-not-going-to-hit-the-climate-goals-anyway-eric-schmidt-has-a-plan-to-drive-sustainable-data-center-and-ai-development-and-it-involves-more-ai",

... (truncated)