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234_045predictionSpaceorbital-AI

Moon disassembly for AI data centers may not actually be needed due to physics advances

Predictor: Alex Wissner-Gross · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source

Prior probability
50.0%
Current probability
36.9%
evolves via intake + LBP
Conviction
2/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2028-10-31
Edges in / out
3 / 0
Tickers exposed
30

Prediction text

Moon disassembly for AI data centers may not actually be needed due to physics advances | I I'm not actually 100% confident that we're going to need to disassemble the moon to build the Dyson swarm. There are scenarios where if there are radical advances in physics, maybe we discover we don't actually need to disassemble the planets

Watch events: Starcloud Blackwell satellite (Oct 2026); Google Project Suncatcher demo satellite; FCC DC filings

Verbatim quote

From episode "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced"
I I'm not actually 100% confident that we're going to need to disassemble the moon to build the Dyson swarm. There are scenarios where if there are radical advances in physics, maybe we discover we don't actually need to disassemble the planets

Resolution evidence

Status: pending

Physics breakthroughs making moon-disassembly unnecessary — speculative.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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 50%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.9%

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: 7 pending
  1. 2026-09-16pendingQ1 window check-in (25%)
  2. 2027-02-02pendingQ2 window check-in (50%)
  3. 2026-06-01 → 2028-06-30pendingTop AI labs (OpenAI, Anthropic, DeepMind) announce reduced power-projection scenarios
    How: Frontier AI lab publishes long-range compute roadmap showing power demand below TW-scale through 2035 due to algorithmic efficiency or new compute paradigms
    Source: Frontier-lab compute scenarios — currently OpenAI Stargate planning 10GW+; if scale-back happens, narrative shiftsconf 30%
  4. 2027-06-21pendingQ3 window check-in (75%)
  5. 2026-06-01 → 2028-10-31pendingTriplet-superconductor / zero-loss compute breakthrough demonstrated at scale
    How: Lab or industry partner demonstrates triplet superconductor with zero spin/electrical resistance suitable for compute, OR equivalent breakthrough that materially reduces TW-scale data-center power need
    Source: ScienceDaily 2026 — triplet superconductor signs found, could enable ultra-fast quantum computers running on near-zero powerconf 30%
    Notes: If physics breakthroughs reduce compute power demand, the moon-disassembly necessity weakens.
  6. 2026-06-01 → 2028-12-31pendingStarcloud / Lockheed Starshield orbital data-center constellation reaches construction milestone
    How: Starcloud (88K satellite FCC filing 2/3/2026) or peer reaches Phase 1 deployment OR formally cancels — outcome answers whether orbital is the path
    Source: Starcloud FCC application Feb 3 2026 for 88,000 orbital data-center satellitesconf 50%
  7. 2026-09-01 → 2028-11-30pendingWissner-Gross / Bezos / Musk public revision of moon-disassembly thesis
    How: Original framers of moon-disassembly compute thesis (or peer space-AI advocates) publicly walk back necessity claim citing physics breakthroughs
    Source: Wissner-Gross (the predictor) himself flagged this scenario in source quoteconf 35%
  8. 2026-12-01 → 2028-11-30pendingFusion or thorium SMR power-density breakthrough commercially announced
    How: Helion, Commonwealth Fusion, or X-Energy announces commercial-scale demonstration with energy density 10x current AI-data-center capacity
    Source: Microsoft Helion PPA 2028 commitment; existing fusion roadmapsconf 25%
    Notes: Alternative to space-based compute = abundant terrestrial power.

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: 37%)

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
LBP2026-05-10T02:00:02Z36.9%-1.7pp
Network propagation: 38.6% → 36.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z38.6%-3.5pp
Network propagation: 42.1% → 38.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z42.1%-2.7pp
Network propagation: 44.8% → 42.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z44.8%-5.2pp
Network propagation: 50.0% → 44.8%
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
prereqS_MARS_2028
Mars uncrewed: 2028 transfer window (most likely first attem
50.0%0.5000.050-0.094
killerTK15
SpaceX Starship Catastrophic Failure
12.0%0.0500.500+0.077
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.500-0.026

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

30 ticker(s) linked

Beneficiaries (22)

PLBKSYTSEMLUNRSKYTMRCYNNEGSATRKLBASTSIRDMAMZNBABAESYIFNNYLHXLMTMCHPNOCSTMTDGTXN

Adverse (3)

DISHVSATSES

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_MARS_2028Mars uncrewed: 2028 transfer window (most likely first attempt)mars_uncrewed_landing
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK15SpaceX Starship Catastrophic Failure

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.692manifoldWill there be a data center on the moon Europa by EOY 2066?35%mentionspending2026-06-06
0.635arxivDecoupled Thrust-Axis Attitude Control Using Quaternions for Chandrayaan-3 Lunar Landing Missionmentionspending2026-05-28
0.608arxivFully Automatic Trace Gas Plume Detectionmentionspending2026-05-05
0.600polymarketTrump declassifies new UFO files by May 15?100%mentionspending2026-05-08
0.599arxivModular flow of Celestial Conformal Field Theorymentionspending2026-05-05
0.596polymarketTrump declassifies new UFO files by June 15?35%mentionspending2026-05-26
0.592arxivEntangling gates for the SU(N) anyonsmentionspending2026-05-05
0.582manifoldDo the recent deaths/disappearances of NASA, nuclear research, & defense-related scientists suggest something sinister?18%mentionspending2026-04-24
0.574github_releasefacebookresearch/hydra v1.0.5mentionspending2021-01-07
0.574arxivCan wormholes have vanishing Love numbers?mentionspending2026-05-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
  "mode": "SPECULATION",
  "role": "Host",
  "context": "I I'm not actually 100% confident that we're going to need to disassemble the moon to build the Dyson swarm. There are scenarios where if there are radical advances in physics, maybe we discover we don't actually need to disassemble the planets, the other planets of our solar system at all. Maybe advances in physics will enable us to make better use of the the degrees of freedom that the physics of our universe allow such that we really don't need to take the solar system apart.",
  "verbatim": "I I'm not actually 100% confident that we're going to need to disassemble the moon to build the Dyson swarm. There are scenarios where if there are radical advances in physics, maybe we discover we don't actually need to disassemble the planets",
  "conv_cues": "not actually 100% confident",
  "direction": "NOT_HAPPEN",
  "timeframe": "Unspecified future",
  "conv_level": "LOW",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-09-16",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-02-02",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Top AI labs (OpenAI, Anthropic, DeepMind) announce reduced power-projection scenarios",
      "source": "Frontier-lab compute scenarios — currently OpenAI Stargate planning 10GW+; if scale-back happens, narrative shifts",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.3,
      "expected_date": "2027-06-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Frontier AI lab publishes long-range compute roadmap showing power demand below TW-scale through 2035 due to algorithmic efficiency or new compute paradigms"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-06-21",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Triplet-superconductor / zero-loss compute breakthrough demonstrated at scale",
      "notes": "If physics breakthroughs reduce compute power demand, the moon-disassembly necessity weakens.",
      "source": "ScienceDaily 2026 — triplet superconductor signs found, could enable ultra-fast quantum computers running on near-zero power",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.3,
      "source_url": "https://www.sciencedaily.com/releases/2026/04/260407193857.htm",
      "expected_date": "2027-08-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-10-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Lab or industry partner demonstrates triplet superconductor with zero spin/electrical resistance suitable for compute, OR equivalent breakthrough that materially reduces TW-scale data-center power need"
    },
    {
      "kind": "llm_post_event",
      "label": "Starcloud / Lockheed Starshield orbital data-center constellation reaches construction milestone",
      "source": "Starcloud FCC application Feb 3 2026 for 88,000 orbital data-center satellites",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.mikhailklassen.com/posts/orbital
... (truncated)