Data centers in space will take 5-7 years at best, not 2-3.
Predictor: Peter Diamandis · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source
Prediction text
Data centers in space will take 5-7 years at best, not 2-3. | we're it's going to take a while to figure out the problems of doing data centers in space. I don't think it's a two to three year thing. It's a five to sevenyear thing at best.
Verbatim quote
we're it's going to take a while to figure out the problems of doing data centers in space. I don't think it's a two to three year thing. It's a five to sevenyear thing at best.
Predictor: Peter Diamandis
Calibration plot (stated vs observed)
Evidence about this node from Peter Diamandis 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
- 2025-12-10hitStarcloud trains first AI model in space using Nvidia H100 GPU on orbital satelliteHow: Verified in-orbit AI training with commercial-grade GPU on operational satelliteSource: deep_research_enrichedconf 95%
- 2026-09-01 → 2026-11-30pendingStarcloud-2 launches with Nvidia Blackwell platform; 100x power generation of Starcloud-1How: Successful orbital deployment of GPU cluster with persistent storage in sun-synchronous orbitSource: deep_research_enrichedconf 75%
- 2026-09-01 → 2026-12-31pendingLonestar StarVault commercial space data storage launches via Sidus Space LizzieSat-4How: First commercially operational space-based data storage payload reaches orbitSource: deep_research_enrichedconf 80%
- 2028-06-01 → 2030-12-31pendingFirst MW-scale space data center demonstrated in orbit (validates 5-7yr Diamandis timeline)How: Operational space data center delivering ≥1MW of compute on commercial workloads in orbitSource: deep_research_enrichedconf 45%
- 2031-01-01 → 2033-11-30pendingFirst GW-class orbital data center operational (Diamandis 5-7yr 'best case' threshold)How: Aggregate orbital compute reaches ≥1GW commercial workload (combining multiple satellite constellations)Source: deep_research_enrichedconf 30%
- 2032-06-01 → 2035-12-31pendingSpace-based compute crosses 1% of new global data center capacity (mainstream adoption signal)How: Synergy Research or IDC tracking shows ≥1% of new DC capacity additions launched into orbitSource: deep_research_enrichedconf 20%
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 | 0.600 | -0.086 |
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.600 | 0.050 | -0.078 |
| prereq | SEM_005 Stargate is a $500 billion multiyear capex program for distr — Sam Altman | 72.3% | 0.600 | 0.050 | -0.075 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.051 |
| killer | TK15 SpaceX Starship Catastrophic Failure | 12.0% | 0.050 | 0.600 | +0.040 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 239_009 People will be on Mars within 10 years — Elon Musk | 30.9% | 0.550 | 0.050 | -0.016 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.014 |
| prereq | 232_047 Mass drivers on the moon will shoot AI satellites into deep — Elon Musk | 30.0% | 0.550 | 0.050 | -0.006 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | +0.006 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.000 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 235_002 | Anthropic will exceed OpenAI in revenue this year (2026). | AI | — |
| 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 | — |
| prereq | SEM_005 | Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership). | AI/Infrastructure | — |
| 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 | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
| prereq | 239_009 | People will be on Mars within 10 years | Space | — |
| prereq | 232_047 | Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow. | Space | — |
Raw metadata
{
"nia": false,
"qty": "5-7 years",
"url": "https://www.youtube.com/watch?v=HklyjXKYFng",
"mode": "PREDICTION",
"role": "Host",
"context": "we're it's going to take a while to figure out the problems of doing data centers in space. I don't think it's a two to three year thing. It's a five to sevenyear thing at best.",
"to_year": 2033,
"verbatim": "we're it's going to take a while to figure out the problems of doing data centers in space. I don't think it's a two to three year thing. It's a five to sevenyear thing at best.",
"conv_cues": "I don't think; at best",
"direction": "HAPPEN",
"from_year": 2031,
"timeframe": "5 to 7 years at best",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Starcloud trains first AI model in space using Nvidia H100 GPU on orbital satellite",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.cnbc.com/2025/12/10/nvidia-backed-starcloud-trains-first-ai-model-in-space-orbital-data-centers.html",
"expected_date": "2025-12-10",
"observed_date": "2025-12-10",
"research_origin": "deep_research",
"measurement_criterion": "Verified in-orbit AI training with commercial-grade GPU on operational satellite"
},
{
"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": -9,
"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.",
"status": "hit",
"weight": 0.5,
"ordinal": -8,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "234_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Anthropic will exceed OpenAI in revenue this year (2026).",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "235_002",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "llm_pre_event",
"label": "Starcloud-2 launches with Nvidia Blackwell platform; 100x power generation of Starcloud-1",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.75,
"source_url": "https://www.fierce-network.com/cloud/space-data-centers-starcloud-spacex-and-project-suncatcher-explained",
"expected_date": "2026-10-16",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-11-30",
"from": "2026-09-01"
},
"measurement_criterion": "Successful orbital deployment of GPU cluster with persistent storage in sun-synchronous orbit"
},
{
"kind": "llm_pre_event",
"label": "Lonestar StarVault commercial space data storage launches via Sidus Space LizzieSat-4",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.8,
"source_url": "https://www.satellitetoday.com/technology/2026/04/15/lonestar-expands-launch-plans-for-orbital-data-storage-payload/",
"expected_date": "2026-10-31",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-12-31",
"from": "2026-09-01"
},
"meas
... (truncated)