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FUT_025predictionEnergyrenewable-runaway-feedback-loop

Runaway economic feedback loop 2026-2031: cheaper renewable energy incentivizes wider adoption, increases global manufacturing volumes, drives prices down further along Wright's curve. Political independence means energy transition continues regardless...

Predictor: Ramez Naam

Prior probability
75.0%
Current probability
52.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2031-11-30
Edges in / out
2 / 0
Tickers exposed
22

Prediction text

Runaway economic feedback loop 2026-2031: cheaper renewable energy incentivizes wider adoption, increases global manufacturing volumes, drives prices down further along Wright's curve. Political independence means energy transition continues regardless of policy reversals — underlying manufacturing efficiencies of silicon wafers and battery chemistries have officially decoupled energy transition from political sentiment. | Next major policy reversal without deployment slowdown

Key catalyst: Next major policy reversal without deployment slowdown

Watch events: Solar + battery deployment under political policy reversals

Resolution evidence

Status: in_progress

Solar + battery deployment continuing through Trump IRA rollback uncertainty 2025-2026; BNEF confirms underlying economics dominant.

Predictor: Ramez Naam

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Ramez Naam 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

4 prob_history rows
0%25%50%75%100%prior 75%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 52.3%

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: 9 pending
  1. 2027-01-26pendingQ1 window check-in (25%)
  2. 2026-06-01 → 2027-12-31pendingGlobal solar+battery 4-hour LCOE falls below $50/MWh benchmark
    How: BloombergNEF LCOE 2026 or 2027 report records global benchmark for solar+4hr storage falling below $50/MWh (vs. $78/MWh for stand-alone batteries in 2025)
    Source: deep_research_enrichedconf 65%
  3. 2026-06-01 → 2028-12-31pendingMajor US/EU policy reversal on clean-tech tax credits without deployment slowdown
    How: IRA, EU Green Deal, or peer mechanism faces material rollback while documented YoY deployment of utility-scale solar+storage continues to grow
    Source: deep_research_enrichedconf 65%
  4. 2026-12-01 → 2028-12-31pendingChina solar manufacturing capacity exceeds 1,500 GW/yr
    How: BloombergNEF, IEA, or PVInfoLink confirms Chinese nameplate solar module capacity >=1,500 GW/yr (vs. 1,200 GW/yr in 2025)
    Source: deep_research_enrichedconf 70%
  5. 2026-12-01 → 2028-12-31pendingChina clean-energy share of new generation crosses 60%
    How: China NEA / NDRC data confirms clean energy >=60% of new electricity generation capacity additions in calendar year
    Source: deep_research_enrichedconf 85%
  6. 2028-02-21pendingQ2 window check-in (50%)
  7. 2027-12-01 → 2029-12-31pendingGlobal annual solar deployment exceeds 800 GW
    How: IEA or BNEF annual report records >=800 GW of new solar PV installations in a calendar year (vs. ~600 GW estimated 2025)
    Source: deep_research_enrichedconf 55%
  8. 2029-03-18pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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
LBP2026-05-10T02:00:02Z52.3%-1.8pp
Network propagation: 54.1% → 52.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z54.1%-3.5pp
Network propagation: 57.6% → 54.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.6%-6.4pp
Network propagation: 64.0% → 57.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z64.0%-11.0pp
Network propagation: 75.0% → 64.0%
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%0.0500.750-0.018

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

22 ticker(s) linked

Beneficiaries (19)

ARRYEOSEFLNCFSLRGWHJKSMVSTNXTQSSHLSSTEMDQPCRFYONIFNNYBYDDYNEENRGTSLA

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_COMPUTE_STARGATE_FAILUREStargate failure: <500MW by 2029compute_scale
killerTK09Energy Grid Cap (Data Center Power Wall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importSolar + battery deployment continuing through Trump IRA rollback uncertainty 2025-2026; BNEF confirms underlying economics dominant.

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.638arxivWill the Carbon Border Adjustment Mechanism Impact European Electricity Prices? A GNN-Based Network Analysismentionspending2026-05-05
0.603manifoldWill Trump restart Project Freedom by May 31? [Polymarket]38%mentionspending2026-05-13
0.553polymarketWill the UAE leave the Gulf Cooperation Council by April 30, 2026?0%mentionspending2026-04-28

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Fifth Naam entry. Specific compounding-feedback-loop mechanism framing. Couples with INF_063 (battery storage negative power prices), FUT_012 (grid parity).",
  "to_year": 2031,
  "conv_cues": "specific mechanism framing; political-decoupling claim",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2031",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -9,
      "source_id": null,
      "expected_date": "2027-01-26",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Global solar+battery 4-hour LCOE falls below $50/MWh benchmark",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://about.bnef.com/insights/clean-energy/battery-storage-costs-hit-record-lows-as-costs-of-other-clean-power-technologies-increased-bloombergnef/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "BloombergNEF LCOE 2026 or 2027 report records global benchmark for solar+4hr storage falling below $50/MWh (vs. $78/MWh for stand-alone batteries in 2025)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Major US/EU policy reversal on clean-tech tax credits without deployment slowdown",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2027-09-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "IRA, EU Green Deal, or peer mechanism faces material rollback while documented YoY deployment of utility-scale solar+storage continues to grow"
    },
    {
      "kind": "llm_pre_event",
      "label": "China solar manufacturing capacity exceeds 1,500 GW/yr",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.dnv.com/energy-transition-outlook/2025/greater-china/",
      "expected_date": "2027-12-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-01"
      },
      "measurement_criterion": "BloombergNEF, IEA, or PVInfoLink confirms Chinese nameplate solar module capacity >=1,500 GW/yr (vs. 1,200 GW/yr in 2025)"
    },
    {
      "kind": "llm_pre_event",
      "label": "China clean-energy share of new generation crosses 60%",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.85,
      "expected_date": "2027-12-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-12-01"
      },
      "measurement_criterion": "China NEA / NDRC data confirms clean energy >=60% of new electricity generation capacity additions in calendar year"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2028-02-21",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Global annual solar deployment exceeds 800 GW",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.55,

... (truncated)