Heat dissipation and radiation issues in space data centers will be addressed
Predictor: Eric Schmidt · ep#241 "Eric Schmidt on the Robotics Race, Singularity Timeline, and Energy Shortage" · source
Prediction text
Heat dissipation and radiation issues in space data centers will be addressed | Getting heat off of it because you don't have oxygen, and you also have radiation issues. Yeah. Those have to get addressed
Verbatim quote
Getting heat off of it because you don't have oxygen, and you also have radiation issues. Yeah. Those have to get addressed
Resolution evidence
Heat dissipation / radiation research published (UPenn tether architecture Jan 2026; Nature Electronics Oct 2025 paper).
Predictor: Eric Schmidt
Calibration plot (stated vs observed)
Evidence about this node from Eric Schmidt 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-01-11hitAxiom orbital data-center nodes reach LEO (Jan 2026)How: Successful deployment of first two Axiom orbital data-center nodes confirmed by Axiom and SpaceX manifest.Source: deep_research_enrichedconf 85%
- 2026-10-31pendingStarcloud-2 launch with onboard NVIDIA Blackwell GPUHow: Confirmed orbital deployment of Starcloud-2 with public telemetry showing GPU compute online; covered by primary press (TechCrunch / Starcloud blog).Source: deep_research_enrichedconf 70%
- 2026-06-01 → 2027-06-30pendingFirst peer-reviewed thermal/radiation results from on-orbit GPU computeHow: Published paper, technical brief, or detailed operator post-mortem describing measured thermal-dissipation budget and SEU/TID rates from an on-orbit GPU/AI accelerator payload.Source: llm_enrichedconf 55%
- 2026-06-01 → 2027-12-31pendingRadiation-hardened or rad-tolerant AI accelerator product announcedHow: NVIDIA, AMD, BAE, or a startup announces a rad-tolerant variant intended for orbital/lunar AI compute, with documented TID/SEU specs.Source: llm_enrichedconf 50%
- 2027-06-01 → 2028-12-31pendingOperational orbital data-center reports >=10 kW continuous compute powerHow: Operator (Starcloud, SpaceX, Google Suncatcher) reports a single satellite/cluster sustaining >=10 kW of compute power for >=30 days, validating heat-rejection at AI-scale.Source: llm_enrichedconf 45%
What if this resolves?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.650 | -0.100 |
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.650 | 0.050 | -0.092 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.650 | 0.050 | -0.053 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.650 | +0.050 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.650 | 0.050 | -0.045 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | +0.041 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.030 |
| prereq | 241_043 ASI will arrive within 2 years to 5 years to this next decad — Peter Diamandis | 35.9% | 0.650 | 0.050 | +0.011 |
| prereq | CMQ_002 By 2028, AI systems will reach 'independent researcher' leve — Sam Altman | 31.4% | 0.550 | 0.050 | +0.002 |
| prereq | 231_013 Math is cooked (will be solved), physics cooked, biology cha — Alex Wissner-Gross | 35.4% | 0.620 | 0.050 | -0.001 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK15 | SpaceX Starship Catastrophic Failure | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | 231_013 | Math is cooked (will be solved), physics cooked, biology char broiled. | AI | — |
| prereq | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
Linked documents (3)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.593 | arxiv | Diffusion of multiple conserved charges from entropy production | — | mentions | pending | 2026-06-04 |
| 0.580 | arxiv | Hawking Temperature, Sparsity and Energy Emission Rate of Regular Black Holes Supported by Primordial Dark Matter | — | mentions | pending | 2026-05-06 |
| 0.555 | arxiv | Thermodiffusive coupled-transport phenomena in dense quark matter | — | mentions | pending | 2026-06-03 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
"mode": "PREDICTION",
"role": "Guest-CEO",
"caveats": "challenges remain",
"context": "Getting heat off of it... radiation issues... Those have to get addressed",
"to_year": 2026,
"verbatim": "Getting heat off of it because you don't have oxygen, and you also have radiation issues. Yeah. Those have to get addressed",
"conv_cues": "have to get addressed",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "future",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Axiom orbital data-center nodes reach LEO (Jan 2026)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.85,
"source_url": "https://introl.com/blog/orbital-data-center-nodes-launch-space-computing-infrastructure-january-2026",
"expected_date": "2026-01-11",
"observed_date": "2026-01-11",
"research_origin": "deep_research",
"measurement_criterion": "Successful deployment of first two Axiom orbital data-center nodes confirmed by Axiom and SpaceX manifest."
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
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"source_id": "SEM_008",
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"observed_date": "2026-04-29"
},
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"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
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"observed_date": "2026-04-29"
},
{
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"weight": 0.5,
"ordinal": -1,
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"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "event",
"label": "Heat dissipation and radiation issues in space data centers will be addressed",
"status": "pending",
"weight": 1,
"ordinal": 0,
"source_id": "241_024",
"expected_date": "2026-06-19",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Starcloud-2 launch with onboard NVIDIA Blackwell GPU",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": 1,
"source_id": null,
"confidence": 0.7,
"source_url": "https://techcrunch.com/2026/03/30/starcloud-raises-170-million-series-ato-build-data-centers-in-space/",
"expected_date": "2026-10-31",
"research_origin": "deep_research",
"measurement_criterion": "Confirmed orbital deployment of Starcloud-2 with public telemetry showing GPU compute online; covered by primary press (TechCrunch / Starcloud blog)."
},
{
"kind": "llm_pre_event",
"label": "First peer-reviewed thermal/radiation results from on-orbit GPU compute",
"source": "llm_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": 2,
"source_id": null,
"confide
... (truncated)