AI takeoff/inflection is happening now
Predictor: Emad Mostaque · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source
Prediction text
AI takeoff/inflection is happening now | Yeah. I mean, I think you can literally see it. It's takeoff time. Takeoff time. inflection point. And nobody wants to say it. | Frontier model releases through 2026
Key catalyst: Frontier model releases through 2026
Verbatim quote
Yeah. I mean, I think you can literally see it. It's takeoff time. Takeoff time. inflection point. And nobody wants to say it.
Resolution evidence
Takeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling.
Predictor: Emad Mostaque
Calibration plot (stated vs observed)
Evidence about this node from Emad Mostaque 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: regulatory_freeze_window
Major-country regulatory pause/moratorium on AI capability research lasting >6 months
Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.
Probability over time
Milestone chain
- 2026-01-30overdueQ1 window check-in (25%)
- 2026-03-01overdueQ2 window check-in (50%)
- 2026-03-30overdueQ3 window check-in (75%)
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
{
"source": "backfill_resolution_history.py",
"status": "hit",
"bayesian_v2": false,
"outcome_prob": 1,
"evidence_kind": "resolution_terminal",
"posterior_prob": 1,
"delta_to_outcome": 0.34001000000000003,
"inside_posterior": 0.65999,
"validation_notes": "Takeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling.",
"validation_status": "hit",
"pre_resolution_prob": 0.65999,
"resolution_evidence": "Takeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling.",
"does_not_update_current_prob": true
}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 | 0.920 | +0.173 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.920 | +0.130 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.920 | 0.050 | +0.062 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.118 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.092 |
| prereq | 241_043 ASI will arrive within 2 years to 5 years to this next decad — Peter Diamandis | 35.9% | 0.650 | 0.050 | +0.086 |
| prereq | 236_045 Government path to UBI vanishingly unlikely, but possible ou — Andrew Yang | 40.6% | 0.500 | 0.050 | -0.061 |
| prereq | 247_015 Government will print UBI checks in next 2-5 years due to AI — Peter Diamandis | 46.1% | 0.600 | 0.050 | -0.050 |
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_ASI_FAST_2031 | ASI fast: RSI within 5y of AGI | asi_recursive_self_improvement | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| correlate | S_AI_PAUSE_2026 | Major-country AI pause beginning 2026 | 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 | 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 | 236_045 | Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028 | Geopolitics | — |
| 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 | — |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | hit | thesis_timeline_v1.0_import | Takeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling. |
Linked documents (10)
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
"mode": "THESIS",
"role": "Host",
"context": "Yeah. I mean, I think you can literally see it. It's takeoff time. Takeoff time. inflection point. And nobody wants to say it. Why? Well, because they're afraid that if someone knows that they have it, then other people will know that they have it.",
"to_year": 2026,
"verbatim": "Yeah. I mean, I think you can literally see it. It's takeoff time. Takeoff time. inflection point. And nobody wants to say it.",
"conv_cues": "literally see it; takeoff time",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Now",
"conv_level": "HIGH",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -3,
"source_id": null,
"expected_date": "2026-01-30",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "overdue",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
"expected_date": "2026-03-01",
"observed_date": null,
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "overdue",
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"source_id": null,
"expected_date": "2026-03-30",
"observed_date": null,
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},
{
"kind": "event",
"label": "AI takeoff/inflection is happening now",
"status": "hit",
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"source_id": "238_010",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "cascade",
"label": "Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028",
"status": "pending",
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"source_id": "236_045",
"expected_date": "2028-06-16",
"observed_date": null
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{
"kind": "cascade",
"label": "Nick Bostrom: AI can and should be paused but only once we're on the verge of super intelligence.",
"status": "pending",
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"ordinal": 2,
"source_id": "232_040",
"expected_date": "2028-06-23",
"observed_date": null
},
{
"kind": "cascade",
"label": "In 2-3 years, AI will drive energy overabundance enabling free electricity to nearby communities.",
"status": "pending",
"weight": 0.5,
"ordinal": 3,
"source_id": "235_024",
"expected_date": "2029-04-29",
"observed_date": null
},
{
"kind": "cascade",
"label": "Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.",
"status": "pending",
"weight": 0.5,
"ordinal": 4,
"source_id": "235_030",
"expected_date": "2033-07-30",
"observed_date": null
},
{
"kind": "cascade",
"label": "ASI will arrive within 2 years to 5 years to this next decade",
"status": "pending",
"weight": 0.5,
"ordinal": 5,
"source_id": "241_043",
"expected_date": "2033-08-10",
"observed_date": null
},
{
"kind": "cascade",
"label": "Global economy will be 10x its current size in 10 years",
"status": "pending",
"weight": 0.5,
"ordinal": 6,
"source_id": "239_001",
"expected_date": "2036-10-04",
"observed_date": null
}
],
"repeat_eps": 1,
"affiliation": "Schelling AI",
"attribution": "FIRST_PERSON",
"episode_num": 238,
"granularity": "YEAR",
"resolved_at": "2026-04-29T2
... (truncated)