We are currently in AI hard takeoff
Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source
Prediction text
We are currently in AI hard takeoff | We're in the hard takeoff. Right now. | Capability benchmark releases Q2-Q4 2026
Key catalyst: Capability benchmark releases Q2-Q4 2026
Verbatim quote
We're in the hard takeoff. Right now.
Resolution evidence
Musk 'hard takeoff now' — consistent with SF consensus. Debated but majority of AI insiders agree with framing as of April 2026.
Predictor: Elon Musk
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-03-02overdueQ1 window check-in (25%)
- 2026-03-15hitMusk publicly affirms hard takeoff thesis at Abundance Summit 2026How: Verbatim 'we're in the hard takeoff right now' statement captured at public Musk appearanceSource: TeamDay.ai — Elon Musk: We're in the Hard Takeoff Right Now (Abundance Summit 2026)conf 99%
- 2026-05-01overdueQ2 window check-in (50%)
- 2026-06-30pendingQ3 window check-in (75%)
- 2026-04-01 → 2026-09-30pendingFrontier-lab leader publicly endorses recursive self-improvement timeline by mid-2026How: CEO or chief scientist of OpenAI, Anthropic, DeepMind, or Meta AI publicly states recursive self-improvement is currently underway or imminent within 12 monthsSource: Capital AI Daily: Musk Says AI Hard Takeoff Is Happening Nowconf 65%
- 2026-04-01 → 2026-12-31pendingPer-week breakthrough cadence visible in independent metricsHow: Epoch AI or comparable tracker reports >=1 new SOTA result per week on average across major benchmarks for 8+ consecutive weeksSource: Composite — Musk's verbatim 'I go to sleep, breakthroughs while I sleep' framingconf 50%
- 2026-06-01 → 2027-06-30pendingFirst publicly disclosed AI system that materially designs its successor model architectureHow: A frontier lab publishes a paper, model card, or blog post stating a deployed AI system contributed >=30% of architecture or training-method innovations for a successor modelSource: MEXC News — Musk on AI self-evolutionary cycleconf 55%
- 2026-09-01 → 2027-06-30pendingHard-takeoff thesis enters mainstream macro discourseHow: At least one G7 central bank or IMF/BIS publication explicitly references recursive self-improvement or hard takeoff as a near-term macro riskSource: Composite cascadeconf 40%
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
Raw metadata
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}Raw metadata
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}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 | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.071 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.600 | +0.043 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.600 | 0.050 | +0.001 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 247_015 Government will print UBI checks in next 2-5 years due to AI — Peter Diamandis | 46.1% | 0.600 | 0.050 | -0.146 |
| prereq | 236_045 Government path to UBI vanishingly unlikely, but possible ou — Andrew Yang | 40.6% | 0.500 | 0.050 | -0.139 |
| prereq | 235_024 In 2-3 years, AI will drive energy overabundance enabling fr — Alex Wissner-Gross | 31.4% | 0.450 | 0.050 | -0.071 |
| prereq | 238_058 Abundance X-Prize to deliver housing, food, energy, connecti — Salim Ismail | 33.0% | 0.500 | 0.050 | -0.062 |
| prereq | 239_001 Global economy will be 10x its current size in 10 years — Elon Musk | 37.7% | 0.600 | 0.050 | -0.062 |
Ticker exposure
Beneficiaries (14)
Adverse (7)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| correlate | S_ASI_SLOW_2040PLUS | ASI slow: post-2040 / soft takeoff | asi_recursive_self_improvement | — |
| correlate | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| correlate | S_AI_PAUSE_2028 | AI pause beginning 2028 | ai_regulatory_pause | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | 247_015 | Government will print UBI checks in next 2-5 years due to AI turbulence | Macro/Economy | — |
| prereq | 239_001 | Global economy will be 10x its current size in 10 years | Macro/Economy | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 236_045 | Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028 | Geopolitics | — |
| prereq | 232_040 | Nick Bostrom: AI can and should be paused but only once we're on the verge of super intelligence. | AI | — |
| prereq | 238_058 | Abundance X-Prize to deliver housing, food, energy, connectivity for $250/month in 6-7 years | Macro/Economy | — |
| prereq | 235_024 | In 2-3 years, AI will drive energy overabundance enabling free electricity to nearby communities. | Energy | — |
| prereq | CMQ_003 | By 2030, AI models will surpass peak human expert levels across virtually all cognitive domains — onset of true superintelligence. | AI | — |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.694 | gdelt | meta earnings layoffs ai efficiency infrastructure push 2026 4 | — | mentions | pending | 2026-04-30 |
| 0.667 | manifold | Who will have the highest sharpe ratio by June 20th 8 PM CEST [ADD ANSWERS] (2026) | — | mentions | pending | 2026-06-01 |
| 0.644 | github_release | facebookresearch/neuroai v0.2.0 | — | mentions | pending | 2026-05-06 |
| 0.632 | github_release | facebookresearch/projectaria_tools 1.4.0 | — | mentions | pending | 2024-02-28 |
| 0.631 | github_release | facebookresearch/neuroai v0.2.1 | — | mentions | pending | 2026-05-14 |
| 0.626 | github_release | google-deepmind/alphafold v2.3.2 | — | mentions | pending | 2023-04-05 |
| 0.622 | manifold | Will Ineffable Intelligence release a paper or model before SSI? | 59% | mentions | pending | 2026-04-28 |
| 0.619 | github_release | pytorch/pytorch v2.6.0 | — | mentions | pending | 2025-01-29 |
| 0.619 | github_release | openai/openai-python v2.39.0 | — | mentions | pending | 2026-06-01 |
| 0.616 | github_release | openai/openai-python v2.19.0 | — | mentions | pending | 2026-02-10 |
Raw metadata
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"nia": false,
"url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
"mode": "THESIS",
"role": "Guest-CEO",
"context": "And do you see a hard takeoff at that point? >> We're in the hard takeoff. >> Okay. >> Right now.",
"to_year": 2026,
"verbatim": "We're in the hard takeoff. Right now.",
"conv_cues": "right now; direct assertion",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "already happening as of March 2026",
"conv_level": "HIGH",
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{
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{
"kind": "llm_pre_event",
"label": "Frontier-lab leader publicly endorses recursive self-improvement timeline by mid-2026",
"source": "Capital AI Daily: Musk Says AI Hard Takeoff Is Happening Now",
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"weight": 0.4,
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"source_url": "https://www.capitalaidaily.com/elon-musk-says-ai-hard-takeoff-is-happening-now-predicts-economy-will-grow-10x-in-10-years/",
"expected_date": "2026-07-01",
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}
... (truncated)