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INF_070predictionEnergybitcoin-mining-load-balancer

Bitcoin mining will function as the ultimate "buyer of last resort" for energy producers — a perfectly elastic, location-agnostic load that absorbs excess solar output and stranded remote-nuclear power (e.g. Valar Atomics gigasites, Bloom Energy co-gen...

Predictor: Leopold Aschenbrenner

Prior probability
72.0%
Current probability
56.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2030-11-30
Edges in / out
2 / 0
Tickers exposed
28

Prediction text

Bitcoin mining will function as the ultimate "buyer of last resort" for energy producers — a perfectly elastic, location-agnostic load that absorbs excess solar output and stranded remote-nuclear power (e.g. Valar Atomics gigasites, Bloom Energy co-generation), making multi-billion-dollar power-plant investments radically more viable. | Next stranded-energy mining agreement at gigawatt scale

Key catalyst: Next stranded-energy mining agreement at gigawatt scale

Watch events: ERCOT miner demand-response programs; Bloom Energy mining partnerships

Resolution evidence

Status: in_progress

Riot Platforms, TeraWulf, CleanSpark, Marathon Digital all operate stranded-energy monetization. ERCOT demand-response miner participation; Texas deregulated mining-as-grid-balancer model well established.

Predictor: Leopold Aschenbrenner

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0417
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Leopold Aschenbrenner 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 0.574

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

Base rate
50.0%
3/6 historical
Inside weight
Outside weight
no pull
inside 56.8% → blend 56.8% 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

4 prob_history rows
0%25%50%75%100%prior 72%2026-04-302026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 56.8%

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: 3 pending
  1. 2026-11-24pendingQ1 window check-in (25%)
  2. 2027-10-18pendingQ2 window check-in (50%)
  3. 2028-09-09pendingQ3 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: 57%)

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
LBP2026-04-30T16:39:51Z56.8%-1.3pp
Network propagation: 58.1% → 56.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z58.1%+1.3pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.581 w_in=0.35 energy_grid_rebuild_5y
LBP2026-04-30T02:18:57Z56.8%-1.3pp
Network propagation: 58.1% → 56.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z58.1%-13.9pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.581 w_in=0.35 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%0.0500.720-0.082
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.720+0.052

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

28 ticker(s) linked

Beneficiaries (22)

FCELXEOKLOCRWVLEULTBRWULFBLDPNNESMREQIXAEPAMZNBECEGDGEVGOOGLMETAMSFTRYCEYVST

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK01AGI Capability Plateau (2026-27 Training Stall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importRiot Platforms, TeraWulf, CleanSpark, Marathon Digital all operate stranded-energy monetization. ERCOT demand-response miner participation; Texas deregulated mining-as-grid-balancer model well established.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.609polymarketWill Trump agree to Iranian enrichment of uranium by June 30?4%mentionspending2026-05-21
0.597polymarketWill Trump agree to Iranian enrichment of uranium by May 31?1%mentionspending2026-04-29
0.595edgar_8kNano Nuclear Energy Inc. (NNE) (CIK 0001923891)mentionspending2026-05-29
0.595edgar_8kNano Nuclear Energy Inc. (NNE) (CIK 0001923891)mentionspending2026-05-15
0.592polymarketWill Trump agree to unfreeze Iranian assets by May 31?13%mentionspending2026-04-29
0.591polymarketWill Trump agree to Iranian enrichment of uranium in April?0%mentionspending2026-04-08
0.580polymarketUS obtains Iranian enriched uranium by June 30?3%mentionspending2026-05-07
0.577polymarket Iran agrees to end enrichment of uranium by June 30?23%mentionspending2026-02-12
0.576polymarketWill Trump agree to Iranian oil sanction relief by May 31?4%mentionspending2026-04-29
0.576polymarketUS obtains Iranian enriched uranium by April 30?0%mentionspending2026-04-17

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-VC/Researcher",
  "context": "Aschenbrenner notes deep structural synergies between DC energy infrastructure, Bloom Energy generation, and Bitcoin mining. Converts \"stranded\" energy into monetizable compute cycles, improving baseline economics of aggressive power-plant deployment.",
  "to_year": 2030,
  "conv_cues": "structural-synergy framing; explicit economic-feedback loop",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2026-11-24",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2027-10-18",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2028-09-09",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "Bitcoin mining will function as the ultimate \"buyer of last resort\" for energy producers — a perfectly elastic, location-agnostic load that ",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "INF_070",
      "expected_date": "2029-08-03",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affiliation": "Situational Awareness LP",
  "attribution": "FIRST_PERSON",
  "granularity": "YEAR_RANGE",
  "source_refs": "48",
  "target_date": "2028-06-15T00:00:00",
  "display_date": "2029-08-03",
  "episode_date": "2026-04-21T00:00:00",
  "key_catalyst": "Next stranded-energy mining agreement at gigawatt scale",
  "parse_method": "YEAR_RANGE midpoint",
  "domain_bucket": "Energy",
  "episode_title": "The Paradigm Shift in Global Power: Nuclear, Solar, Battery & EV-Charging Predictions (2023-2026)",
  "flag_repeated": false,
  "in_5yr_window": true,
  "source_report": "Energy Predictions Research Plan.md (2026-04-21)",
  "appears_in_eps": "INF-RPT",
  "futurist_phase": "Phase 2 (2027-2028)",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 5,
  "ps_cluster_tags": [
    "C3",
    "C4"
  ],
  "report_evidence": "Anchor section: Bitcoin Mining as Energy Load Balancer.",
  "active_end_month": "2030-12",
  "recent_statement": "Aschenbrenner Situational Awareness analysis 2025-2026.",
  "watch_events_raw": "ERCOT miner demand-response programs; Bloom Energy mining partnerships",
  "months_from_today": 26,
  "probability_layer": "Higher (in-flight)",
  "active_start_month": "2026-01",
  "december_dispersal": {
    "reason": "december_dispersal: domain=Energy → 11/2030",
    "new_date": "2030-11-30",
    "old_date": "2030-12-31",
    "applied_at": "2026-04-30T16:28:34.304992+00:00"
  },
  "flag_nia_bracketed": false,
  "track_record_grade": "A",
  "track_record_notes": "Aschenbrenner infrastructure-coupling thesis has become mainstream among hyperscalers.",
  "contradicting_notes": "Bitcoin mining demand limited by total network hashrate economics; merging with AI-inference economics (MARA, TeraWulf pivots) partially substitutes.",
  "flag_near_term_2027": false,
  "flag_high_conviction": true,
  "milestones_phase2_at": "2026-05-01T21:12:50.922730+00:00",
  "milestones_derived_at": "2026-05-02T03:08:51.082504+00:00",
  "reference_class_match": {
    "top_n": [
      {
        "id": "energy_grid_rebuild_5y",
        "cosine": 0.5742
      }
    ],
    "margin": 0.5742,
    "best_id": "energy_grid_rebuild_5y",
    "decision": "assigned",
    "second_id": null,
    "threshold": 0.55,
    "computed_at": "2026-04-30T01:49:13.796883+00:00",
    "bes