← Cockpit
232_019predictionAIAI-timing

AI cannot be stopped; there's no mechanism to pause it.

Predictor: Ben Horowitz · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
60.0%
Current probability
51.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
11 / 5
Tickers exposed
33

Prediction text

AI cannot be stopped; there's no mechanism to pause it. | Impossible. Impossible.

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
Impossible. Impossible.

Predictor: Ben Horowitz

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Ben Horowitz 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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

4 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 51.1%

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: 8 fired ✓ · 3 pending
  1. 2025-07-01hitUS Senate rejects 10-year federal AI moratorium 99-1
    How: US Senate vote on AI regulation moratorium provision in major legislation rejects pause by overwhelming majority
    Source: Lewis Silkin: AI regulation update — US withdraws state moratoriumconf 99%
    Notes: HIT — Senate stripped state moratorium 99-1, signaling no political appetite for AI pause at federal level.
  2. 2026-03-31hit1,500+ state AI bills introduced in 2026 — fragmentation, not pause
    How: US state legislatures collectively introduce >=1,500 AI bills by end Q1 2026 — patchwork rather than pause
    Source: Baker Botts: US AI Law Update January 2026; National Law Review 85 Predictionsconf 95%
    Notes: HIT — 1,500+ bills in 45 states by March 2026, exceeding 2025 total. Confirms regulation cannot achieve pause.
  3. 2026-04-29hitHyperscaler 2026 AI capex hits $725B — no slowdown despite backlash
    How: Combined Big Tech 2026 AI capex guidance reaches >=$700B, demonstrating no industry-led pause
    Source: Tom's Hardware: Big Tech capex $725B in 2026, up 77%conf 97%
    Notes: HIT — capex up 77% YoY signals industry consensus that pause is not happening. Direct evidence for Horowitz prediction.
  4. 2026-08-02pendingEU AI Act high-risk compliance deadline reaches Aug 2, 2026 with no pause
    How: EU AI Act Annex III deadline arrives with regulation in force despite extension proposals; or extension <=3 months granted
    Source: Holland & Knight: US Companies Face EU AI Act August 2026 Deadline; IAPP reform talks stallconf 85%
    Notes: Even reform proposals are extensions, not pauses. Confirms 'no mechanism to pause' framing — only delay implementation.
  5. 2026-06-01 → 2028-06-30pendingNo major AI lab voluntary training pause >6 months by 2028
    How: No frontier lab (OpenAI, Anthropic, Google DeepMind, xAI, Meta, DeepSeek) announces self-imposed training halt of major model >6 months in target window
    Source: Lab announcements, frontier model release cadence (GPT-5+, Claude 4+, Gemini 3+)conf 70%
    Notes: Direct test of 'AI cannot be stopped' — would require coordination none of the labs have yet shown.
  6. 2027-12-31pendingScenario fires: AI pause beginning 2027

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: 51%)

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
LBP2026-05-10T02:00:02Z51.1%-1.0pp
Network propagation: 52.1% → 51.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z52.1%-1.5pp
Network propagation: 53.6% → 52.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z53.6%-2.6pp
Network propagation: 56.2% → 53.6%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.2%-3.8pp
Network propagation: 60.0% → 56.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

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
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.6000.050-0.095
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6000.050-0.060
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.6000.050-0.055
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6000.050-0.052
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.6000.050-0.042

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.025
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050+0.015
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.010
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050+0.010
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.004

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (11)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
correlateS_NO_AI_PAUSE_5YNo major AI pause through 2031ai_regulatory_pause
correlateS_AI_PAUSE_2027AI pause beginning 2027ai_regulatory_pause
correlateS_AI_PAUSE_2028AI pause beginning 2028ai_regulatory_pause
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
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

Linked documents (8)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.705manifoldHumans have consciousness [Convince the Machine #3]98%mentionspending2026-05-03
0.593manifoldAm I worthy of moral consideration [Convince the Machine #5]44%mentionspending2026-05-04
0.580manifoldWill I be able to convince Claudius Maximus in any Convince the Machine?28%mentionspending2026-05-17
0.573manifoldVALVE?!4%mentionspending2026-04-23
0.566gdeltfreedommentionspending2026-04-30
0.566manifoldBest Out-of-Context Quote at LessOnline 2026mentionspending2026-06-05
0.563manifoldFree Mana Part 2:Resolves All Options to Yes (You can Add Answer in alphabetical form)mentionspending2026-06-02
0.559manifoldRed vs. Blue button (Free Mana, resolves N/A)63%mentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
  "mode": "PREDICTION",
  "role": "Guest-VC",
  "context": "One of the points he made was everybody's economically incentivized to keep it going and race it along. and the US, China, you know, it's like all the incentives are in place that make it highly improbable and almost impossible. Ben, what are your thoughts? Impossible. Impossible.",
  "to_year": 2031,
  "verbatim": "Impossible. Impossible.",
  "conv_cues": "Impossible",
  "direction": "NOT_HAPPEN",
  "from_year": 2026,
  "timeframe": "unspecified",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "US Senate rejects 10-year federal AI moratorium 99-1",
      "notes": "HIT — Senate stripped state moratorium 99-1, signaling no political appetite for AI pause at federal level.",
      "source": "Lewis Silkin: AI regulation update — US withdraws state moratorium",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.lewissilkin.com/insights/2025/07/17/ai-regulation-update-us-eu-uk-us-withdraws-state-moratorium-and-the-european-co-102ktq5",
      "expected_date": "2025-07-01",
      "observed_date": "2025-07-01",
      "research_origin": "deep_research",
      "measurement_criterion": "US Senate vote on AI regulation moratorium provision in major legislation rejects pause by overwhelming majority"
    },
    {
      "kind": "llm_pre_event",
      "label": "1,500+ state AI bills introduced in 2026 — fragmentation, not pause",
      "notes": "HIT — 1,500+ bills in 45 states by March 2026, exceeding 2025 total. Confirms regulation cannot achieve pause.",
      "source": "Baker Botts: US AI Law Update January 2026; National Law Review 85 Predictions",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.bakerbotts.com/thought-leadership/publications/2026/january/us-ai-law-update",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "US state legislatures collectively introduce >=1,500 AI bills by end Q1 2026 — patchwork rather than pause"
    },
    {
      "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": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler 2026 AI capex hits $725B — no slowdown despite backlash"
... (truncated)