← Cockpit
INF_058predictionEnergydecentralized-microgrids

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

Prior probability
55.0%
Current probability
51.5%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
partial
Window
2028-01-01 – 2035-10-31
Edges in / out
2 / 0
Tickers exposed
29

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

Status: partial

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

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0178
excellent
Hits / Misses
0 / 0
of 3 resolved
Hit rate
0.0%
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

Linked via embedding similarity 0.644

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

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 51.5% → blend 50.0% -1.5pp)

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

2 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-01
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 51.5%

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: 1 fired ✓
  1. 2025-12-31hitMicrogrid + DERMS adoption crosses 18.5 GWh installed globally
    How: Global installed microgrid-linked storage capacity >=18 GWh per industry trackers
    Source: 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.
  2. 2026-12-31pending72% of new US grid additions through 2030 are solar/storage/microgrid
    How: 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.
  3. 2026-06-01 → 2027-12-31pendingMajor utility deploys DERMS at scale to coordinate residential VPP
    How: US investor-owned utility (>=1M customers) deploys production DERMS coordinating >=10K residential battery sites
    Source: https://www.utilitydive.com/news/minnesota-distributed-storage-xcel-vpp-puc/817888/conf 65%
  4. 2027-01-01 → 2029-12-31pendingResidential solar+battery attach rate >=50% in CA/AZ/TX new installations
    How: SEIA/EIA reports majority of new residential solar systems include co-located battery storage in 3+ states
    Source: SEIA/Wood Mackenzie quarterly reportsconf 55%
    Notes: Critical inflection: passive solar consumers become prosumer-network participants.
  5. 2027-06-01 → 2030-12-31pendingFERC issues final rule mandating DERMS interconnection standards
    How: FERC publishes final rule requiring all RTOs/ISOs to integrate DERMS bid-stacking by deadline
    Source: 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?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 52%)

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
resolution_terminal2026-05-01T00:00:00Z50.0%-1.5pp
resolution_terminal partial outcome=0.5 pre_resolution=0.515
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
}
legacy v12026-04-30T01:56:50Z51.5%-3.5pp
reference_class_assigned bayesian_v2 inside=0.550 blend=0.515 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
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.550-0.015
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.550-0.005

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (23)

SHLSGWHSTEMARGANSITMNXTEOSEARRYFLNCFSLRVRTHUBBCMIETNGEVHTHIYIFNNYNEENRGPWRSBGSYSMNEYTSLA

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importCAISO 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)

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)