← Cockpit
246_041predictionEnergyAI-timing

Data centers will drive local electricity costs toward zero within ~5 years.

Predictor: Alex Wissner-Gross · ep#246 "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246" · source

Prior probability
45.0%
Current probability
38.2%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2031-01-01 – 2031-11-30
Edges in / out
10 / 5
Tickers exposed
36

Prediction text

Data centers will drive local electricity costs toward zero within ~5 years. | in the medium to long term where by long term I mean like five years Peter's definition of long-term at this point they are going to drive local electricity costs I expect down to near zero

Verbatim quote

From episode "SpaceX Goes Public, Claude's Mythos Release, and the US Data Center Delay | EP #246"
in the medium to long term where by long term I mean like five years Peter's definition of long-term at this point they are going to drive local electricity costs I expect down to near zero

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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

3 prob_history rows
0%25%50%75%100%prior 45%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 38.2%

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: 6 fired ✓ · 5 pending
  1. 2026-02-01hitEquinix executes ≥500 MW of nuclear PPAs through Project Atomic Core focused on Virginia/Texas
    How: Public disclosure of advanced-reactor PPAs of ≥500MW for AI data center load
    Source: deep_research_enrichedconf 90%
  2. 2026-03-05hitWhite House Ratepayer Protection Pledge signed: hyperscalers cover full grid generation costs
    How: Public pledge signed by Amazon, Google, Meta, Microsoft, OpenAI, Oracle, xAI to absorb costs of new generation
    Source: deep_research_enrichedconf 95%
  3. 2027-01-01 → 2028-06-30pendingFirst state mandates surplus hyperscaler-funded generation to be credited to residential ratepayers
    How: PUC docket or legislation in Oregon/Virginia/Texas requires excess hyperscaler generation to lower residential bills
    Source: deep_research_enrichedconf 50%
  4. 2028-06-01 → 2030-06-30pendingHyperscaler announces free or near-zero residential electricity bundle in data-center-host community
    How: Public press release from a hyperscaler offering free/discounted electricity to local households as community benefit
    Source: deep_research_enrichedconf 30%
  5. 2029-01-01 → 2031-08-15pendingWholesale power prices in major data-center hubs (PJM, ERCOT) trend negative during off-peak hours
    How: EIA or ERCOT/PJM data shows ≥10% of off-peak hours clearing at <$0/MWh in data-center load zones
    Source: deep_research_enrichedconf 25%
  6. 2036-09-06pendingMoon base will exist in 10 years

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: 38%)

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
LBP2026-05-10T02:00:02Z38.2%-1.0pp
Network propagation: 39.3% → 38.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-04-30T16:39:51Z39.3%-2.3pp
Network propagation: 41.5% → 39.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z41.5%-3.5pp
Network propagation: 45.0% → 41.5%
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%0.0500.450-0.072
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.4500.050-0.066
prereqSEM_005
Stargate is a $500 billion multiyear capex program for distrSam Altman
72.3%0.4500.050-0.064
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.4500.050-0.037
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.4500.050-0.035

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.080
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.079
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.067
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.050
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.049

Ticker exposure

36 ticker(s) linked

Beneficiaries (23)

APLDNVDAARMBBAITSMCEVAAISOUNCRWVSITMGTLBGOOGLMETAMRVLMSFTORCLIBMAMZNAVGOBABAAMDSFTBYQCOM

Adverse (6)

ACNCHGGCTSHIBMINFYWNS

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
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_005Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership).AI/Infrastructure
correlateS_COMPUTE_1GW_2027Compute: 1GW operational by Jun 2027compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
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
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.596manifoldWill Vic NEM 2028 annual average wholesale price exceed A$115/MWh?32%mentionspending2026-05-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "Near zero",
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "PREDICTION",
  "role": "Host",
  "caveats": "Short-term spike possible",
  "context": "in the medium to long term where by long term I mean like five years... they are going to drive local electricity costs I expect down to near zero and maybe other utility costs as well",
  "to_year": 2031,
  "verbatim": "in the medium to long term where by long term I mean like five years Peter's definition of long-term at this point they are going to drive local electricity costs I expect down to near zero",
  "conv_cues": "I expect",
  "direction": "DOWN",
  "from_year": 2031,
  "timeframe": "~2031 (5 years)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Equinix executes ≥500 MW of nuclear PPAs through Project Atomic Core focused on Virginia/Texas",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://enkiai.com/nuclear/equinix-microreactor-data-centers/",
      "expected_date": "2026-02-01",
      "observed_date": "2026-02-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Public disclosure of advanced-reactor PPAs of ≥500MW for AI data center load"
    },
    {
      "kind": "llm_pre_event",
      "label": "White House Ratepayer Protection Pledge signed: hyperscalers cover full grid generation costs",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.whitehouse.gov/releases/2026/03/ratepayer-protection-pledge/",
      "expected_date": "2026-03-05",
      "observed_date": "2026-03-05",
      "research_origin": "deep_research",
      "measurement_criterion": "Public pledge signed by Amazon, Google, Meta, Microsoft, OpenAI, Oracle, xAI to absorb costs of new generation"
    },
    {
      "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": -9,
      "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": -8,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic will exceed OpenAI in revenue this year (2026).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "235_002",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Compute: 1GW operational by Jun 2027",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "S_COMPUTE_1GW_2027",
      "expected_date": "2027-06-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First state mandates surplus hyperscaler-funded generation to be credited to residential ratepayers",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.multistate.us/insider/2026/2/20/state-data-center-legislation-in-202
... (truncated)