← Cockpit
239_028predictionEnergyAGI

Intelligence harnessing up to 1 millionth of sun's energy possible

Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source

Prior probability
50.0%
Current probability
36.2%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2027-09-30
Edges in / out
7 / 5
Tickers exposed
21

Prediction text

Intelligence harnessing up to 1 millionth of sun's energy possible | you could certainly imagine a situation where we let's say let's say a million times more energy is harnessed uh than all of Earth's current electricity usage. That would still only be a roughly a millionth of the sun's energy output.

Verbatim quote

From episode "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239"
you could certainly imagine a situation where we let's say let's say a million times more energy is harnessed uh than all of Earth's current electricity usage. That would still only be a roughly a millionth of the sun's energy output.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.2%

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: 3 fired ✓ · 4 pending
  1. 2026-04-01 → 2027-03-31pendingSpaceX FCC application for million-satellite orbital data-center constellation acknowledged / advanced
    How: FCC docket activity (NPRM, comment period, partial grant) on SpaceX's million-satellite orbital DC filing
    Source: deep_research_enrichedconf 55%
  2. 2026-06-01 → 2027-06-30pendingGoogle CEO restates AI data centers in space target for 2027 with concrete partner / launch slot
    How: Sundar Pichai / Google public statement names launch partner, specific orbit, or first hardware date for orbital AI compute
    Source: deep_research_enrichedconf 50%
  3. 2026-06-01 → 2027-09-30pendingPeer-reviewed Dyson-swarm / photovoltaic-Dyson-sphere paper published, cited in mainstream tech press
    How: Major journal publishes feasibility analysis of partial Dyson swarm at 1e-6 sun-energy threshold, picked up by tech press
    Source: deep_research_enrichedconf 40%
  4. 2026-10-01 → 2027-06-30pendingStarcloud / orbital compute reaches ≥100kW deployed solar power (sun-energy capture milestone)
    How: Starcloud or competitor confirms ≥100kW orbital solar power generation actively powering compute, validating space-based solar harvest at small but non-zero fraction of sun output
    Source: deep_research_enrichedconf 50%
  5. 2027-01-01 → 2027-09-30pendingCumulative orbital compute power exceeds 1 MW across operators
    How: Industry reporting (DCD / SpaceNews) confirms aggregate ≥1 MW of compute power deployed in orbit — still vanishingly small vs sun output but shows trajectory toward 1e-6 threshold over decades
    Source: deep_research_enrichedconf 35%
  6. 2036-08-14pendingPeople will be on Mars within 10 years
  7. 2036-09-06pendingMoon base will exist in 10 years

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: 36%)

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
LBP2026-05-17T02:00:01Z36.2%-1.2pp
Network propagation: 37.4% → 36.2%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z37.4%-2.0pp
Network propagation: 39.4% → 37.4%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z39.4%-3.5pp
Network propagation: 42.9% → 39.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z42.9%-2.5pp
Network propagation: 45.4% → 42.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z45.4%-4.6pp
Network propagation: 50.0% → 45.4%
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
prereqS_AGI_FAST_2027
AGI fast: drop-in remote worker by 2027-09
30.0%0.5000.050-0.177
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.093
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500+0.070
prereq242_057
Artemis 2 launches April 1, 2026 - circumlunar missionPeter Diamandis
56.2%0.5000.050-0.066
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5000.050+0.035

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.094
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.082
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.072
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.060
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.059

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
prereqS_AGI_FAST_2027AGI fast: drop-in remote worker by 2027-09agi_general_capability
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "1 million x Earth's current electricity usage",
  "url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
  "mode": "SPECULATION",
  "role": "Guest-CEO",
  "caveats": "Hypothetical framing",
  "context": "a million times more energy is harnessed than all of Earth's current electricity usage. That would still only be a roughly a millionth of the sun's energy output.",
  "verbatim": "you could certainly imagine a situation where we let's say let's say a million times more energy is harnessed uh than all of Earth's current electricity usage. That would still only be a roughly a millionth of the sun's energy output.",
  "conv_cues": "you could certainly imagine",
  "direction": "UP",
  "timeframe": "future, unspecified",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "242_057",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "SpaceX FCC application for million-satellite orbital data-center constellation acknowledged / advanced",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.datacenterdynamics.com/en/news/spacex-files-for-million-satellite-orbital-ai-data-center-megaconstellation/",
      "expected_date": "2026-09-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-03-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "FCC docket activity (NPRM, comment period, partial grant) on SpaceX's million-satellite orbital DC filing"
    },
    {
      "kind": "llm_pre_event",
      "label": "Google CEO restates AI data centers in space target for 2027 with concrete partner / launch slot",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.iflscience.com/googles-ceo-wants-ai-data-centers-in-space-in-2027-there-is-one-massive-problem-81796",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Sundar Pichai / Google public statement names launch partner, specific orbit, or first hardware date for orbital AI compute"
    },
    {
      "kind": "llm_post_event",
      "label": "Peer-reviewed Dyson-swarm / photovoltaic-Dyson-sphere paper published, cited in mainstream tech press",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.4,
      "source_url": "https://www.sciencedirect.com/science/article/pii/S0927024825001904",
      "expected_date": "2027-01-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-09-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Major journal publishes feasibility analysis of partial Dyson swarm at 1e-6 sun-energy threshold, picked up 
... (truncated)