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
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
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
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
Major grid expansion (>50GW) within 5y of announce
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
Milestone chain
- 2026-06-30pendingFERC June 2026 ruling on data center large-load interconnectionHow: 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%
- 2028-06-01 → 2031-12-31pendingFirst hyperscaler-owned SMR achieves commercial operationHow: Amazon, Microsoft, Google, Oracle, or Meta announces commercial operation of an SMR (Oklo, X-energy, NuScale, Kairos, etc.) co-located with a data centerSource: deep_research_enrichedconf 60%
- 2028-01-01 → 2032-06-30pendingFirst state PUC approves DC-to-grid sell-back tariff for hyperscaler-owned generationHow: 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 revenueSource: deep_research_enrichedconf 55%
- 2030-12-07pendingQ1 window check-in (25%)
- 2029-06-01 → 2033-12-31pendingFirst hyperscaler signs PPA selling power to municipal utilityHow: 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 distributionSource: deep_research_enrichedconf 45%
- 2031-11-13pendingQ2 window check-in (50%)
- 2032-10-18pendingQ3 window check-in (75%)
- 2032-01-01 → 2035-10-31pendingTech firm reaches >10% of regional electricity sold to grid in any stateHow: EIA or state PUC data shows any single tech company supplying >10% of retail electricity sales in a state, marking primary energy provider roleSource: deep_research_enrichedconf 30%
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.380 | -0.012 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (13)
Prerequisites (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (5)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.571 | edgar_8k | NUSCALE POWER Corp (SMR) (CIK 0001822966) | — | mentions | pending | 2026-06-02 |
| 0.561 | edgar_8k | FIRST SOLAR, INC. (FSLR) (CIK 0001274494) | — | mentions | pending | 2026-04-30 |
| 0.561 | edgar_8k | FIRST SOLAR, INC. (FSLR) (CIK 0001274494) | — | mentions | pending | 2026-05-15 |
| 0.545 | polymarket | Dota 2: Estar Backs vs TeamDk - Game 2 Winner | 0% | mentions | pending | 2026-06-01 |
| 0.532 | edgar_8k | DEVON ENERGY CORP/DE (DVN) (CIK 0001090012) | — | mentions | pending | 2026-06-05 |
Raw metadata
{
"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)