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238_010predictionAIAGI

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

Prior probability
92.0%
Current probability
66.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
hit
Window
2026-01-01 – 2026-09-30
Edges in / out
7 / 10
Tickers exposed
21

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

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
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

Status: hit

Takeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling.

Predictor: Emad Mostaque

κ + Brier as of 2026-05-22
κ (discount)
0.722
Brier
0.0073
excellent
Hits / Misses
3 / 0
of 4 resolved
Hit rate
75.0%
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

Linked via embedding similarity 0.616

Major-country regulatory pause/moratorium on AI capability research lasting >6 months

Base rate
5.0%
0/4 historical
Inside weight
Outside weight
no pull
inside 66.0% → blend 66.0% 0.0pp)

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

5 prob_history rows
0%25%50%75%100%prior 92%2026-04-292026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 66.0%

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 overdue ⏱
  1. 2026-01-30overdueQ1 window check-in (25%)
  2. 2026-03-01overdueQ2 window check-in (50%)
  3. 2026-03-30overdueQ3 window check-in (75%)

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: 66%)

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
LBP2026-04-30T16:39:51Z66.0%+18.2pp
Network propagation: 47.8% → 66.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z47.8%-18.2pp
reference_class_assigned bayesian_v2 inside=0.920 blend=0.478 w_in=0.53 regulatory_freeze_window
LBP2026-04-30T02:18:57Z66.0%+18.4pp
Network propagation: 47.6% → 66.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z47.6%-44.4pp
reference_class_assigned bayesian_v2 inside=0.920 blend=0.476 w_in=0.53 regulatory_freeze_window
resolution_terminal2026-04-29T22:23:17Z100.0%+34.0pp
resolution_terminal hit outcome=1.0 pre_resolution=0.660
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 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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.920+0.173
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.920+0.130
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.9200.050+0.062

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+0.118
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.092
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050+0.086
prereq236_045
Government path to UBI vanishingly unlikely, but possible ouAndrew Yang
40.6%0.5000.050-0.061
prereq247_015
Government will print UBI checks in next 2-5 years due to AIPeter Diamandis
46.1%0.6000.050-0.050

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
correlateS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
correlateS_ASI_FAST_2031ASI fast: RSI within 5y of AGIasi_recursive_self_improvement
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
correlateS_AI_PAUSE_2026Major-country AI pause beginning 2026ai_regulatory_pause
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (10)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq241_043ASI will arrive within 2 years to 5 years to this next decadeAI
prereq247_015Government will print UBI checks in next 2-5 years due to AI turbulenceMacro/Economy
prereq239_001Global economy will be 10x its current size in 10 yearsMacro/Economy
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
prereq232_040Nick Bostrom: AI can and should be paused but only once we're on the verge of super intelligence.AI
prereq238_058Abundance X-Prize to deliver housing, food, energy, connectivity for $250/month in 6-7 yearsMacro/Economy
prereq236_045Government path to UBI vanishingly unlikely, but possible outsized asymmetry in 2028Geopolitics
prereq235_024In 2-3 years, AI will drive energy overabundance enabling free electricity to nearby communities.Energy
prereqCMQ_003By 2030, AI models will surpass peak human expert levels across virtually all cognitive domains — onset of true superintelligence.AI

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29hitthesis_timeline_v1.0_importTakeoff narrative increasingly public; Anthropic, Google DeepMind, OpenAI all signaling.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.660polymarketWill Trump say "AI" or "Artificial Intelligence" during events with Xi Jinping?33%mentionspending2026-05-04
0.655manifoldWill I use pattern/structure/structural/stance/substance/intent/level by 2026-06-15? [Convince the Machine #13]66%mentionspending2026-05-15
0.622manifoldWill Ineffable Intelligence release a paper or model before SSI?59%mentionspending2026-04-28
0.609manifoldStarmer out before August?16%mentionspending2026-06-01
0.608polymarketWill Trump say "Strait" or "Hormuz" during events with Xi Jinping?31%mentionspending2026-05-04
0.606polymarketWill Trump say "Six Seven" during events with Xi Jinping?4%mentionspending2026-05-04
0.603github_releasefacebookresearch/map-anything v1.1mentionspending2026-01-18
0.597polymarketWill Trump say "Taiwan" or "Tibet" during events with Xi Jinping?16%mentionspending2026-05-04
0.596polymarketWill Trump say "Iran" during events with Xi Jinping?38%mentionspending2026-05-04
0.591polymarketWill the U.S. invade Iran before 2027?16%mentionspending2025-11-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2026-03-30",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "event",
      "label": "AI takeoff/inflection is happening now",
      "status": "hit",
      "weight": 1,
      "ordinal": 0,
      "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",
      "weight": 0.5,
      "ordinal": 1,
      "source_id": "236_045",
      "expected_date": "2028-06-16",
      "observed_date": null
    },
    {
      "kind": "cascade",
      "label": "Nick Bostrom: AI can and should be paused but only once we're on the verge of super intelligence.",
      "status": "pending",
      "weight": 0.5,
      "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)