← Cockpit
INF_051predictionEnergytech-as-utility-inversion

Tech-sector data centers will invert the tech-utility relationship: when operating below peak capacity, excess clean electricity from corporate-owned SMRs will flow back into municipal grids, positioning tech giants as primary energy providers to local...

Predictor: Jensen Huang

Prior probability
38.0%
Current probability
27.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2030-01-01 – 2035-10-31
Edges in / out
1 / 0
Tickers exposed
19

Prediction text

Tech-sector data centers will invert the tech-utility relationship: when operating below peak capacity, excess clean electricity from corporate-owned SMRs will flow back into municipal grids, positioning tech giants as primary energy providers to local populations. | First FERC/PUC DC-to-grid sell-back rule

Key catalyst: First FERC/PUC DC-to-grid sell-back rule

Watch events: FERC / state PUC reform on DC-to-grid; first hyperscaler-PPA-reversal deal

Resolution evidence

Status: pending

Early precedents: Meta Louisiana data-center community-benefit agreements; some hyperscalers selling off-peak capacity. Full grid sell-back at scale requires PUC / FERC reform.

Predictor: Jensen Huang

κ + Brier as of 2026-05-22
κ (discount)
0.808
Brier
0.0128
excellent
Hits / Misses
6 / 0
of 8 resolved
Hit rate
75.0%
Calibration plot (stated vs observed)

Evidence about this node from Jensen Huang 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: energy_grid_rebuild_5y

Linked via embedding similarity 0.569

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 27.6% → blend 27.6% 0.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

7 prob_history rows
0%25%50%75%100%prior 38%2026-04-302026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 27.6%

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: 7 pending
  1. 2026-06-30pendingFERC June 2026 ruling on data center large-load interconnection
    How: FERC issues final order on DOE-proposed reforms for interconnecting data centers and large loads to transmission systems (announced June 2026 decision)
    Source: deep_research_enrichedconf 85%
  2. 2028-06-01 → 2031-12-31pendingFirst hyperscaler-owned SMR achieves commercial operation
    How: Amazon, Microsoft, Google, Oracle, or Meta announces commercial operation of an SMR (Oklo, X-energy, NuScale, Kairos, etc.) co-located with a data center
    Source: deep_research_enrichedconf 60%
  3. 2028-01-01 → 2032-06-30pendingFirst state PUC approves DC-to-grid sell-back tariff for hyperscaler-owned generation
    How: Any state public utility commission (likely TX, VA, OH, AZ) approves a tariff allowing data centers with co-located generation to export excess electricity for retail or wholesale revenue
    Source: deep_research_enrichedconf 55%
  4. 2030-12-07pendingQ1 window check-in (25%)
  5. 2029-06-01 → 2033-12-31pendingFirst hyperscaler signs PPA selling power to municipal utility
    How: A tech company publicly announces a power purchase agreement under which it sells electricity from its co-located generation to a municipal or investor-owned utility for retail distribution
    Source: deep_research_enrichedconf 45%
  6. 2031-11-13pendingQ2 window check-in (50%)
  7. 2032-10-18pendingQ3 window check-in (75%)
  8. 2032-01-01 → 2035-10-31pendingTech firm reaches >10% of regional electricity sold to grid in any state
    How: EIA or state PUC data shows any single tech company supplying >10% of retail electricity sales in a state, marking primary energy provider role
    Source: deep_research_enrichedconf 30%

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: 28%)

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
LBP2026-05-17T02:00:01Z27.6%-1.1pp
Network propagation: 28.8% → 27.6%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z28.8%-2.4pp
Network propagation: 31.1% → 28.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z31.1%-5.0pp
Network propagation: 36.1% → 31.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z36.1%-10.2pp
Network propagation: 46.3% → 36.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z46.3%+10.2pp
reference_class_assigned bayesian_v2 inside=0.380 blend=0.463 w_in=0.30 energy_grid_rebuild_5y
LBP2026-04-30T02:18:57Z36.1%-10.2pp
Network propagation: 46.3% → 36.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z46.3%+8.3pp
reference_class_assigned bayesian_v2 inside=0.380 blend=0.463 w_in=0.30 energy_grid_rebuild_5y

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%0.0500.380-0.012

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

19 ticker(s) linked

Beneficiaries (13)

SITMVRTARGANFLNCFSLRHTHIYHUBBPWRETNSBGSYSMNEYGEVCMI

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (5)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.571edgar_8kNUSCALE POWER Corp (SMR) (CIK 0001822966)mentionspending2026-06-02
0.561edgar_8kFIRST SOLAR, INC. (FSLR) (CIK 0001274494)mentionspending2026-04-30
0.561edgar_8kFIRST SOLAR, INC. (FSLR) (CIK 0001274494)mentionspending2026-05-15
0.545polymarketDota 2: Estar Backs vs TeamDk - Game 2 Winner0%mentionspending2026-06-01
0.532edgar_8kDEVON ENERGY CORP/DE (DVN) (CIK 0001090012)mentionspending2026-06-05

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Natural corollary to INF_050. Frames Google/Amazon/Meta/Microsoft as utility-category entities. Hostile to NRC/PUC regulatory framework — requires 2027-2030 reform cycle to enable.",
  "to_year": 2035,
  "conv_cues": "structural inversion framing; conditional on regulatory reform",
  "direction": "HAPPEN",
  "from_year": 2030,
  "timeframe": "2030-2035",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "FERC June 2026 ruling on data center large-load interconnection",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.utilitydive.com/news/ferc-doe-data-center-interconnection-pjm-backstop-auction/817804/",
      "expected_date": "2026-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "FERC issues final order on DOE-proposed reforms for interconnecting data centers and large loads to transmission systems (announced June 2026 decision)"
    },
    {
      "kind": "llm_pre_event",
      "label": "First hyperscaler-owned SMR achieves commercial operation",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.energylawinfo.com/2025/12/ferc-directs-revisions-to-enable-co-located-load-data-centers-and-generation/",
      "expected_date": "2030-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2031-12-31",
        "from": "2028-06-01"
      },
      "measurement_criterion": "Amazon, Microsoft, Google, Oracle, or Meta announces commercial operation of an SMR (Oklo, X-energy, NuScale, Kairos, etc.) co-located with a data center"
    },
    {
      "kind": "llm_pre_event",
      "label": "First state PUC approves DC-to-grid sell-back tariff for hyperscaler-owned generation",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.utilitydive.com/news/ferc-pjm-colocation-large-loads-data-centers/807758/",
      "expected_date": "2030-04-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2032-06-30",
        "from": "2028-01-01"
      },
      "measurement_criterion": "Any state public utility commission (likely TX, VA, OH, AZ) approves a tariff allowing data centers with co-located generation to export excess electricity for retail or wholesale revenue"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2030-12-07",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "First hyperscaler signs PPA selling power to municipal utility",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://www.ferc.gov/news-events/news/ferc-directs-nations-largest-grid-operator-create-new-rules-embrace-innovation-and",
      "expected_date": "2031-09-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2033-12-31",
        "from": "2029-06-01"
      },
      "measurement_criterion": "A tech company publicly announces a power purchase agreement under which it sells electricity from its co-located generation to a municipal or investor-owned utility for retail distribution"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "so
... (truncated)