The electrical grid topology will transition from centralized to highly decentralized: localized solar + residential/commercial battery storage will shift power management toward microgrids where local DNOs optimize autonomously, turning millions of ho...
Predictor: Andrew Yang
Prediction text
The electrical grid topology will transition from centralized to highly decentralized: localized solar + residential/commercial battery storage will shift power management toward microgrids where local DNOs optimize autonomously, turning millions of homes into distributed power plants. | Next major state VPP program rollout
Key catalyst: Next major state VPP program rollout
Watch events: FERC Order 2222 implementation; state-level VPP programs; utility DER tariffs
Resolution evidence
CAISO and ERCOT DER integration rules 2025-2026; Tesla Virtual Power Plant in PG&E; Octopus Energy KrakenFlex deployment. Microgrid count in US grew ~18%/yr 2022-2026.
Predictor: Andrew Yang
Calibration plot (stated vs observed)
Evidence about this node from Andrew Yang 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
- 2025-12-31hitMicrogrid + DERMS adoption crosses 18.5 GWh installed globallyHow: Global installed microgrid-linked storage capacity >=18 GWh per industry trackersSource: https://www.agilitechgroup.com/microgrids-after-2025-how-solar-and-battery-storage-are-reshaping-business-energy-strategy-in-2026/conf 85%Notes: HIT — leading-edge transition signal: 18.5 GWh distributed storage with C&I capturing 42% of new annual deployments.
- 2026-12-31pending72% of new US grid additions through 2030 are solar/storage/microgridHow: EIA/FERC data confirms >=70% of planned generation additions are DERs (solar+storage+microgrid)Source: https://www.powermag.com/microgrids-decentralized-power-thats-central-to-the-energy-transition/conf 80%Notes: Already true in pipeline; confirmation depends on actual interconnection in 2026.
- 2026-06-01 → 2027-12-31pendingMajor utility deploys DERMS at scale to coordinate residential VPPHow: US investor-owned utility (>=1M customers) deploys production DERMS coordinating >=10K residential battery sitesSource: https://www.utilitydive.com/news/minnesota-distributed-storage-xcel-vpp-puc/817888/conf 65%
- 2027-01-01 → 2029-12-31pendingResidential solar+battery attach rate >=50% in CA/AZ/TX new installationsHow: SEIA/EIA reports majority of new residential solar systems include co-located battery storage in 3+ statesSource: SEIA/Wood Mackenzie quarterly reportsconf 55%Notes: Critical inflection: passive solar consumers become prosumer-network participants.
- 2027-06-01 → 2030-12-31pendingFERC issues final rule mandating DERMS interconnection standardsHow: FERC publishes final rule requiring all RTOs/ISOs to integrate DERMS bid-stacking by deadlineSource: FERC orders, regulatory trackerconf 50%Notes: Regulatory mandate is the inflection from voluntary to standard. Currently in NOPR/Order 2222 implementation phase.
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
{
"source": "backfill_resolution_history.py",
"status": "partial",
"bayesian_v2": false,
"outcome_prob": 0.5,
"evidence_kind": "resolution_terminal",
"posterior_prob": 0.5,
"delta_to_outcome": -0.015050000000000008,
"inside_posterior": 0.51505,
"validation_notes": "CAISO and ERCOT DER integration rules 2025-2026; Tesla Virtual Power Plant in PG&E; Octopus Energy KrakenFlex deployment. Microgrid count in US grew ~18%/yr 2022-2026.",
"validation_status": "hit",
"pre_resolution_prob": 0.51505,
"resolution_evidence": "CAISO and ERCOT DER integration rules 2025-2026; Tesla Virtual Power Plant in PG&E; Octopus Energy KrakenFlex deployment. Microgrid count in US grew ~18%/yr 2022-2026.",
"does_not_update_current_prob": true
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Prerequisites (2)
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | CAISO and ERCOT DER integration rules 2025-2026; Tesla Virtual Power Plant in PG&E; Octopus Energy KrakenFlex deployment. Microgrid count in US grew ~18%/yr 2022-2026. |
Linked documents (4)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.653 | arxiv | Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings | — | mentions | pending | 2026-06-01 |
| 0.647 | arxiv | Towards Affordable Energy: A Gymnasium Environment for Electric Utility Demand-Response Programs | — | mentions | pending | 2026-05-12 |
| 0.646 | arxiv | S3TS: Stochastic Scenario-Structured Tree Search for Advanced Planning Under Uncertainty | — | mentions | pending | 2026-06-01 |
| 0.623 | arxiv | Step-adaptive multimodal fusion network with multi-scale cloud feature learning for ultra-short-term solar irradiance forecasting | — | mentions | pending | 2026-06-04 |
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Cited-Politician",
"context": "Couples with consumer-charging half of INF_069 bifurcation. Contradicts concentration thesis of data-center BYOP model; both realities co-exist across different load profiles.",
"to_year": 2035,
"conv_cues": "structural topology shift; DNO framing",
"direction": "HAPPEN",
"from_year": 2028,
"timeframe": "2028-2035",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Microgrid + DERMS adoption crosses 18.5 GWh installed globally",
"notes": "HIT — leading-edge transition signal: 18.5 GWh distributed storage with C&I capturing 42% of new annual deployments.",
"source": "https://www.agilitechgroup.com/microgrids-after-2025-how-solar-and-battery-storage-are-reshaping-business-energy-strategy-in-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -1,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.agilitechgroup.com/microgrids-after-2025-how-solar-and-battery-storage-are-reshaping-business-energy-strategy-in-2026/",
"expected_date": "2025-12-31",
"observed_date": "2025-12-31",
"research_origin": "deep_research",
"measurement_criterion": "Global installed microgrid-linked storage capacity >=18 GWh per industry trackers"
},
{
"kind": "event",
"label": "The electrical grid topology will transition from centralized to highly decentralized: localized solar + residential/commercial battery stor",
"status": "partial",
"weight": 1,
"ordinal": 0,
"source_id": "INF_058",
"expected_date": "2026-05-01",
"observed_date": "2026-05-01"
},
{
"kind": "llm_pre_event",
"label": "72% of new US grid additions through 2030 are solar/storage/microgrid",
"notes": "Already true in pipeline; confirmation depends on actual interconnection in 2026.",
"source": "https://www.powermag.com/microgrids-decentralized-power-thats-central-to-the-energy-transition/",
"status": "pending",
"weight": 0.4,
"ordinal": 1,
"source_id": null,
"confidence": 0.8,
"source_url": "https://www.powermag.com/microgrids-decentralized-power-thats-central-to-the-energy-transition/",
"expected_date": "2026-12-31",
"research_origin": "deep_research",
"measurement_criterion": "EIA/FERC data confirms >=70% of planned generation additions are DERs (solar+storage+microgrid)"
},
{
"kind": "llm_pre_event",
"label": "Major utility deploys DERMS at scale to coordinate residential VPP",
"source": "https://www.utilitydive.com/news/minnesota-distributed-storage-xcel-vpp-puc/817888/",
"status": "pending",
"weight": 0.4,
"ordinal": 2,
"source_id": null,
"confidence": 0.65,
"source_url": "https://www.utilitydive.com/news/minnesota-distributed-storage-xcel-vpp-puc/817888/",
"expected_date": "2027-03-17",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-06-01"
},
"measurement_criterion": "US investor-owned utility (>=1M customers) deploys production DERMS coordinating >=10K residential battery sites"
},
{
"kind": "llm_post_event",
"label": "Residential solar+battery attach rate >=50% in CA/AZ/TX new installations",
"notes": "Critical inflection: passive solar consumers become prosumer-network participants.",
"source": "SEIA/Wood Mackenzie quarterly reports",
"status": "pending",
"weight": 0.4,
"ordinal": 3,
"source_id": null,
"confidence": 0.55,
"expected_date": "2028-07-01",
"research_origin": "training",
"expected_date_range": {
"to": "2029-12-31",
"from": "2027-01-01"
},
"measurement_criterion": "SEIA/EIA reports majority of new residential solar systems include co-located battery s
... (truncated)