← Cockpit
248_037predictionAIorbital-AI

State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction.

Predictor: Alex Wissner-Gross · ep#248 "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248" · source

Prior probability
50.0%
Current probability
10.2%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
6 / 5
Tickers exposed
35

Prediction text

State data-center moratoriums will accelerate Dyson-swarm / orbital compute innovation due to constriction. | constriction of something always leads to innovation right just when the US starts banning Nvidia chips China starts producing their own chips to make up for it. So any constriction here because the force is so uh so unstoppable. Um we're going to have other solutions here.

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

Verbatim quote

From episode "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248"
constriction of something always leads to innovation right just when the US starts banning Nvidia chips China starts producing their own chips to make up for it. So any constriction here because the force is so uh so unstoppable. Um we're going to have other solutions here.

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: regulatory_freeze_window

Linked via embedding similarity 0.632

Major-country regulatory pause/moratorium on AI capability research lasting >6 months

Base rate
5.0%
0/4 historical
Inside weight
0.419
TRF=0.83
Outside weight
0.581
pulling toward base rate
inside 25.0% → blend 10.2% -14.7pp)

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

9 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-032026-06-05
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 10.2%

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: 5 fired ✓ · 1 overdue ⏱ · 1 pending
  1. 2026-03-30hitStarcloud orbital compute funding accelerates as constriction response
    How: Orbital data center startups (Starcloud, Lonestar) raise >=$150M cumulative in 2026 H1
    Source: https://techcrunch.com/2026/03/30/starcloud-raises-170-million-series-ato-build-data-centers-in-space/conf 95%
    Notes: HIT — Direct support for Wissner-Gross's constriction-leads-to-orbital-innovation thesis.
  2. 2026-04-12hitMaine data center moratorium passes legislature, vetoed by governor
    How: Maine becomes first state to pass statewide data center moratorium through legislature (regardless of veto)
    Source: https://www.cnn.com/2026/04/12/climate/maine-data-center-ban-billconf 99%
    Notes: HIT — passed but vetoed by Gov. Mills. Demonstrates rising state-level constriction pressure.
  3. 2026-04-14hit11+ states introduce data center moratorium bills in 2026
    How: MultiState/NCSL trackers confirm >=10 states have introduced data center moratorium legislation in 2026 session
    Source: https://goodjobsfirst.org/data-center-moratorium-bills-are-spreading-in-2026/conf 99%
    Notes: HIT — 11 states, 14 bills total introduced. Direct constriction described in prediction.
  4. 2026-06-18pendingSpaceX road show will begin in June 2026.
  5. 2026-06-01 → 2026-12-31pendingLocal moratoriums spread across municipalities
    How: >=50 US municipalities adopt local data center moratoriums or zoning restrictions in 2026
    Source: https://www.multistate.us/insider/2026/3/13/local-data-center-regulations-gain-ground-as-state-bills-falterconf 85%
  6. 2027-01-01 → 2030-12-31pendingFirst operational Dyson swarm prototype or megastructure demo
    How: First commercial space solar / orbital compute platform demonstrating Dyson-swarm style architecture exceeding 100 kW continuous power
    Source: https://introl.com/blog/orbital-data-centers-space-computing-race-2026conf 30%
    Notes: Long-tail cascade — Wissner-Gross's specific Dyson swarm framing is aspirational.

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: 10%)

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
metadata_milestone_miss_sweep2026-06-05T22:16:02Z10.2%-27.2pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.250 blend=0.102 LLR=-0.585 κ=0.84 w_in=0.42 regulatory_freeze_window
Raw metadata
{
  "trf": 0.8300755197856801,
  "kappa": 0.8438,
  "base_rate": 0.05,
  "predictor": "Alex Wissner-Gross",
  "total_llr": -0.6931471805599453,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.5159019087973283,
  "bayes_factor": "1.8:1 against",
  "blend_reason": "blend 41% inside / 58% outside (TRF=0.830, base_rate=0.050 from regulatory_freeze_window)",
  "inside_prior": 0.3738110027101621,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.6931471805599453,
      "kind": "prereq",
      "kappa": 0.8438,
      "label": "SpaceX IPO anticipated potentially as early as next month (April 2026).",
      "weight": 0.5,
      "strength": "moderate",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.5848775909564818,
      "expected_date": "2026-05-28",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.41894713615002394,
  "outside_weight": 0.5810528638499761,
  "posterior_prob": 0.10228926902276371,
  "posterior_logit": -1.10077949975381,
  "predictor_brier": 0.03413,
  "inside_posterior": 0.24959386812376744,
  "blended_posterior": 0.10228926902276371,
  "reference_class_id": "regulatory_freeze_window",
  "total_adjusted_llr": -0.5848775909564818,
  "predictor_n_resolved": 11
}
LBP2026-05-24T02:00:02Z37.4%+1.1pp
Network propagation: 36.3% → 37.4%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z36.3%+2.0pp
Network propagation: 34.3% → 36.3%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z34.3%+4.3pp
Network propagation: 29.9% → 34.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z29.9%+7.8pp
Network propagation: 22.1% → 29.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z22.1%+10.9pp
Network propagation: 11.3% → 22.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z11.3%-10.6pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.113 w_in=0.30 regulatory_freeze_window
LBP2026-04-30T02:18:57Z21.9%+10.6pp
Network propagation: 11.3% → 21.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z11.3%-38.7pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.113 w_in=0.30 regulatory_freeze_window

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
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.500+0.344
killerTK15
SpaceX Starship Catastrophic Failure
12.0%0.0500.500+0.344
prereq248_003
SpaceX plans to launch 40,000 V3 Starlink satellites and thePeter Diamandis
79.2%0.5000.050+0.298
prereq248_005
V3 Starlink satellites will deliver over 1 TB/s downlink andVideo Narration (SpaceX)
79.2%0.5000.050+0.298
prereq246_007
SpaceX road show will begin in June 2026.Peter Diamandis
35.1%0.5000.050+0.138

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq230_016
Data center regulation in NY/elsewhere will accelerate movinAlex Wissner-Gross
54.7%0.9200.050-0.321
prereq246_013
Artemis 4 crewed moon landing mission to south pole in earlyPeter Diamandis
42.2%0.6500.050-0.250
prereq246_020
China will land on moon by 2030 (credible competitive missioAlex Wissner-Gross
31.7%0.5000.050-0.175
prereq231_032
Everyone (China included) will want their own Dyson swarms/SAlex Wissner-Gross
31.2%0.5000.050-0.171
prereq246_012
Artemis 3 crewed mission to low earth orbit in 2027 (rendezvPeter Diamandis
30.5%0.6500.050-0.134

Ticker exposure

35 ticker(s) linked

Beneficiaries (22)

MRCYGSATIRDMASTSBKSYTSEMCRWVSKYTRKLBPLNBISAMZNBABAESYIFNNYLHXLMTMCHPNOCSTMTDGTXN

Adverse (3)

DISHSESVSAT

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereq248_003SpaceX plans to launch 40,000 V3 Starlink satellites and then 120,000 V4 satellites.Space
prereq248_005V3 Starlink satellites will deliver over 1 TB/s downlink and 200+ Gbps uplink each.Space
prereq246_007SpaceX road show will begin in June 2026.Markets/Stocks
prereq235_016SpaceX IPO anticipated potentially as early as next month (April 2026).Space
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK15SpaceX Starship Catastrophic Failure

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_016Data center regulation in NY/elsewhere will accelerate moving compute to orbit (Dyson swarm).Space
prereq246_012Artemis 3 crewed mission to low earth orbit in 2027 (rendezvous/docking tests).Space
prereq246_013Artemis 4 crewed moon landing mission to south pole in early 2028.Space
prereq231_032Everyone (China included) will want their own Dyson swarms/Saturnian rings in solar-synchronous orbit.Space
prereq246_020China will land on moon by 2030 (credible competitive mission).Geopolitics

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.665arxivDon't Let a Few Network Failures Slow the Entire AllReducementionspending2026-06-01
0.622arxivDrag reduction or reward hacking? Recurrent multi-agent reinforcement learning that earns its rewardmentionspending2026-06-04
0.600github_releasefacebookresearch/hydra v1.1.2mentionspending2022-04-12
0.597github_releasefacebookresearch/hydra v1.1.0mentionspending2021-06-10
0.589github_releasefacebookresearch/hydra v1.1.0.rc1mentionspending2021-05-13
0.587manifoldFree Lottery (tidal disruption event)8%mentionspending2026-06-02
0.584github_releasefacebookresearch/hydra v1.1.1mentionspending2021-08-19
0.583github_releasefacebookresearch/hydra v0.11.3mentionspending2020-08-18
0.582github_releasefacebookresearch/hydra v1.1.0.dev6mentionspending2021-04-28
0.580github_releasefacebookresearch/hydra v1.0.0rc4mentionspending2020-08-18

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "THESIS",
  "role": "Host",
  "context": "constriction of something always leads to innovation... we're going to have other solutions here.",
  "to_year": 2026,
  "verbatim": "constriction of something always leads to innovation right just when the US starts banning Nvidia chips China starts producing their own chips to make up for it. So any constriction here because the force is so uh so unstoppable. Um we're going to have other solutions here.",
  "conv_cues": "unstoppable",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Starcloud orbital compute funding accelerates as constriction response",
      "notes": "HIT — Direct support for Wissner-Gross's constriction-leads-to-orbital-innovation thesis.",
      "source": "https://techcrunch.com/2026/03/30/starcloud-raises-170-million-series-ato-build-data-centers-in-space/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://techcrunch.com/2026/03/30/starcloud-raises-170-million-series-ato-build-data-centers-in-space/",
      "expected_date": "2026-03-30",
      "observed_date": "2026-03-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Orbital data center startups (Starcloud, Lonestar) raise >=$150M cumulative in 2026 H1"
    },
    {
      "kind": "llm_pre_event",
      "label": "Maine data center moratorium passes legislature, vetoed by governor",
      "notes": "HIT — passed but vetoed by Gov. Mills. Demonstrates rising state-level constriction pressure.",
      "source": "https://www.cnn.com/2026/04/12/climate/maine-data-center-ban-bill",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.cnn.com/2026/04/12/climate/maine-data-center-ban-bill",
      "expected_date": "2026-04-12",
      "observed_date": "2026-04-12",
      "research_origin": "deep_research",
      "measurement_criterion": "Maine becomes first state to pass statewide data center moratorium through legislature (regardless of veto)"
    },
    {
      "kind": "prereq",
      "label": "SpaceX plans to launch 40,000 V3 Starlink satellites and then 120,000 V4 satellites.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "248_003",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "V3 Starlink satellites will deliver over 1 TB/s downlink and 200+ Gbps uplink each.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "248_005",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "11+ states introduce data center moratorium bills in 2026",
      "notes": "HIT — 11 states, 14 bills total introduced. Direct constriction described in prediction.",
      "source": "https://goodjobsfirst.org/data-center-moratorium-bills-are-spreading-in-2026/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://goodjobsfirst.org/data-center-moratorium-bills-are-spreading-in-2026/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-14",
      "research_origin": "deep_research",
      "measurement_criterion": "MultiState/NCSL trackers confirm >=10 states have introduced data center moratorium legislation in 2026 session"
    },
    {
      "kind": "prereq",
      "label": "SpaceX IPO anticipated potentially as early as next month (April 2026).",
      "status": "overdue",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "235_016",
      "expected_date": "2026-05-28",
      "observe
... (truncated)