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230_033predictionAIorbital-AI

Intelligence explosion shockwave propagates from math → physical sciences → planetary systems, Dyson swarm by early 2030s.

Predictor: Alex Wissner-Gross · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source

Prior probability
50.0%
Current probability
42.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2033-10-31
Edges in / out
1 / 2
Tickers exposed
28

Prediction text

Intelligence explosion shockwave propagates from math → physical sciences → planetary systems, Dyson swarm by early 2030s. | All right. So the idea with this chapter is spelling out a future timeline for how a call it a wavefront of the explosive shock of the intelligence explosion was going to propagate through from math which we talk about on the pod all the time over the next couple of years to the physical world, physics, chemistry, material science, biology and then through the end of the decade toward planetary systems, fision, fusion, the Dyson swarm by the early 2030s.

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

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
All right. So the idea with this chapter is spelling out a future timeline for how a call it a wavefront of the explosive shock of the intelligence explosion was going to propagate through from math which we talk about on the pod all the time over the next couple of years to the physical world, physics, chemistry, material science, biology and then through the end of the decade toward planetary systems, fision, fusion, the Dyson swarm by the early 2030s.

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

5 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.8%

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: 1 overdue ⏱ · 6 pending
  1. 2026-01-30overdueSpaceX files FCC application for 1M-satellite orbital data center system (Jan 30, 2026)
    How: SpaceX submits formal FCC application for up to 1M satellite orbital data center system at 500-2,000 km, sun-synchronous orbits, 100 kW per satellite for AI compute; FCC Space Bureau accepts filing (DA 26-113).
    Source: Scientific American — SpaceX plans to launch one million satellites to power orbital AI data centerconf 99%
    Notes: HIT — first concrete physical-system precursor toward Wissner-Gross's 'planetary-systems Dyson swarm by early 2030s' wavefront.
  2. 2026-09-01 → 2027-06-30pendingLate 2026 launch of AI V1 prototype satellites (70-100 kW per satellite, on-orbit testing)
    How: SpaceX or partner (Starcloud, Reflect Orbital) launches an in-space compute / AI-data-center prototype satellite explicitly designated for orbital compute, with first telemetry returned showing >50 kW solar power and AI workload execution.
    Source: NextBigFuture — SpaceX Space AI Rampconf 70%
    Notes: Physical hardware in orbit moves the wavefront from math to physical sciences (chemistry/materials/aerospace) per Wissner-Gross's framework.
  3. 2027-05-06pendingQ1 window check-in (25%)
  4. 2026-06-01 → 2028-12-31pendingFirst peer-reviewed AI breakthrough in physics or materials science attributed to AI-generated hypothesis
    How: A peer-reviewed publication (Nature, Science, PRL) credits an AI system (e.g., DeepMind, OpenAI o-series, Anthropic) with generating a novel, experimentally validated physics or materials science result not previously known to humans.
    Source: Anticipated — Nature, Science, Physical Review Letters, DeepMind blogconf 65%
    Notes: Direct test of 'physics, chemistry, material science' wavefront stage in Wissner-Gross's timeline.
  5. 2028-09-08pendingQ2 window check-in (50%)
  6. 2030-01-12pendingQ3 window check-in (75%)
  7. 2029-01-01 → 2032-06-30pendingOperational orbital data center reaches 1 GW aggregate compute capacity
    How: An operator (SpaceX, Starcloud, or partnership) reports an orbital data center constellation with aggregate operational compute power above 1 GW, with at least one named enterprise customer running production workloads.
    Source: Anticipated — SpaceX FCC filings, Starcloud commercial disclosuresconf 40%
    Notes: 1 GW is the credible threshold for 'planetary-systems' wavefront stage. Below this, orbital DCs remain demonstrators.
  8. 2030-01-01 → 2033-12-31pendingFormal lunar-mass-driver / Dyson-swarm engineering study published by NASA, ESA, or DARPA
    How: A government space agency (NASA, ESA, DARPA, JAXA) publishes a formal engineering feasibility study on lunar mass-driver-based Dyson-swarm construction OR partial planetary-scale solar-collector arrays, OR awards a contract for early-phase study.
    Source: Anticipated — NASA NIAC awards, ESA Discovery & Preparation programsconf 30%
    Notes: Cascade — last stage of Wissner-Gross's wavefront. Without government engineering studies, 'Dyson swarm by early 2030s' is implausible.

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: 43%)

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
LBP2026-05-10T02:00:02Z42.8%+1.7pp
Network propagation: 41.1% → 42.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z41.1%+3.3pp
Network propagation: 37.8% → 41.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z37.8%-8.2pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.378 blend=0.378 LLR=-0.339 κ=0.84 no_blend
Raw metadata
{
  "trf": 0.957370008643211,
  "kappa": 0.8438,
  "base_rate": null,
  "predictor": "Alex Wissner-Gross",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.15918373795787952,
  "bayes_factor": "1.4:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.4602878870831492,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.8353619999999999,
      "label": "SpaceX files FCC application for 1M-satellite orbital data center system (Jan 30, 2026)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.99,
      "source_url": "https://www.scientificamerican.com/article/spacex-plans-to-launch-one-million-satellites-to-power-orbital-ai-data/",
      "adjusted_llr": -0.3387101436394524,
      "expected_date": "2026-01-30",
      "measurement_criterion": "SpaceX submits formal FCC application for up to 1M satellite orbital data center system at 500-2,000 km, sun-synchronous orbits, 100 kW per satellite for AI compute; FCC Space Bureau accepts filing (DA 26-113)."
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3298409939497523,
  "outside_weight": 0.6701590060502477,
  "posterior_prob": 0.3780357419443291,
  "posterior_logit": -0.49789388159733194,
  "predictor_brier": 0.03413,
  "inside_posterior": 0.3780357419443291,
  "blended_posterior": 0.3780357419443291,
  "reference_class_id": null,
  "total_adjusted_llr": -0.3387101436394524,
  "predictor_n_resolved": 11
}
LBP2026-04-30T16:39:51Z46.0%-1.3pp
Network propagation: 47.4% → 46.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z47.4%-2.6pp
Network propagation: 50.0% → 47.4%
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
killerTK15
SpaceX Starship Catastrophic Failure
12.0%0.0500.500+0.018

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_040
Earth-scale Dyson swarm in solar synchronous orbit will be bAlex Wissner-Gross
26.2%0.4500.050-0.037
prereq232_049
Dyson swarm of AI orbital data centers will be built by disaAlex Wissner-Gross
19.0%0.3000.050-0.031

Ticker exposure

28 ticker(s) linked

Beneficiaries (20)

ASTSIRDMPLBKSYTSEMSKYTMRCYGSATRKLBAMZNBABAESYIFNNYLHXLMTMCHPNOCSTMTDGTXN

Adverse (3)

DISHVSATSES

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK15SpaceX Starship Catastrophic Failure

Dependents (2)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_040Earth-scale Dyson swarm in solar synchronous orbit will be built regardless of physics.Space
prereq232_049Dyson swarm of AI orbital data centers will be built by disassembling the moon via mass drivers.Space

Linked documents (8)

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "FORECAST",
  "role": "Host",
  "context": "the intelligence explosion was going to propagate through from math... over the next couple of years to the physical world... through the end of the decade toward planetary systems, fision, fusion, the Dyson swarm by the early 2030s.",
  "to_year": 2033,
  "verbatim": "All right. So the idea with this chapter is spelling out a future timeline for how a call it a wavefront of the explosive shock of the intelligence explosion was going to propagate through from math which we talk about on the pod all the time over the next couple of years to the physical world, physics, chemistry, material science, biology and then through the end of the decade toward planetary systems, fision, fusion, the Dyson swarm by the early 2030s.",
  "conv_cues": "going to propagate",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "early 2030s for Dyson swarm",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "SpaceX files FCC application for 1M-satellite orbital data center system (Jan 30, 2026)",
      "notes": "HIT — first concrete physical-system precursor toward Wissner-Gross's 'planetary-systems Dyson swarm by early 2030s' wavefront.",
      "source": "Scientific American — SpaceX plans to launch one million satellites to power orbital AI data center",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.scientificamerican.com/article/spacex-plans-to-launch-one-million-satellites-to-power-orbital-ai-data/",
      "expected_date": "2026-01-30",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "SpaceX submits formal FCC application for up to 1M satellite orbital data center system at 500-2,000 km, sun-synchronous orbits, 100 kW per satellite for AI compute; FCC Space Bureau accepts filing (DA 26-113)."
    },
    {
      "kind": "llm_pre_event",
      "label": "Late 2026 launch of AI V1 prototype satellites (70-100 kW per satellite, on-orbit testing)",
      "notes": "Physical hardware in orbit moves the wavefront from math to physical sciences (chemistry/materials/aerospace) per Wissner-Gross's framework.",
      "source": "NextBigFuture — SpaceX Space AI Ramp",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.nextbigfuture.com/2026/03/spacex-space-ai-ramp.html",
      "expected_date": "2027-01-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "SpaceX or partner (Starcloud, Reflect Orbital) launches an in-space compute / AI-data-center prototype satellite explicitly designated for orbital compute, with first telemetry returned showing >50 kW solar power and AI workload execution."
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-05-06",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First peer-reviewed AI breakthrough in physics or materials science attributed to AI-generated hypothesis",
      "notes": "Direct test of 'physics, chemistry, material science' wavefront stage in Wissner-Gross's timeline.",
      "source": "Anticipated — Nature, Science, Physical Review Letters, DeepMind blog",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2027-09-16",
      "research_origin": "training",
      "expected_date_ra
... (truncated)