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
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
- 2025-07-01hitUS Senate rejects 10-year federal AI moratorium 99-1How: US Senate vote on AI regulation moratorium provision in major legislation rejects pause by overwhelming majoritySource: 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.
- 2026-03-31hit1,500+ state AI bills introduced in 2026 — fragmentation, not pauseHow: US state legislatures collectively introduce >=1,500 AI bills by end Q1 2026 — patchwork rather than pauseSource: 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.
- 2026-04-29hitHyperscaler 2026 AI capex hits $725B — no slowdown despite backlashHow: Combined Big Tech 2026 AI capex guidance reaches >=$700B, demonstrating no industry-led pauseSource: 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.
- 2026-08-02pendingEU AI Act high-risk compliance deadline reaches Aug 2, 2026 with no pauseHow: EU AI Act Annex III deadline arrives with regulation in force despite extension proposals; or extension <=3 months grantedSource: 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.
- 2026-06-01 → 2028-06-30pendingNo major AI lab voluntary training pause >6 months by 2028How: No frontier lab (OpenAI, Anthropic, Google DeepMind, xAI, Meta, DeepSeek) announces self-imposed training halt of major model >6 months in target windowSource: 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.
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
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.600 | 0.050 | -0.095 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.600 | 0.050 | -0.060 |
| prereq | 235_002 Anthropic will exceed OpenAI in revenue this year (2026). — Dave Blundin | 74.6% | 0.600 | 0.050 | -0.055 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.600 | 0.050 | -0.052 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.600 | 0.050 | -0.042 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_017 Europa Clipper will arrive at Jupiter in 2030, conducting 50 — Peter Diamandis | 37.7% | 0.650 | 0.050 | -0.025 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | +0.015 |
| prereq | 247_035 Dario Amodei will solve most/all neurological diseases by en — Dario Amodei | 38.8% | 0.700 | 0.050 | -0.010 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | +0.010 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.004 |
Ticker exposure
33 ticker(s) linked
Beneficiaries (23)
Adverse (6)
Prerequisites (11)
Predictions that must hit first
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_002 | Anthropic will exceed OpenAI in revenue this year (2026). | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| 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 | — |
| correlate | S_NO_AI_PAUSE_5Y | No major AI pause through 2031 | ai_regulatory_pause | — |
| correlate | S_AI_PAUSE_2027 | AI pause beginning 2027 | ai_regulatory_pause | — |
| correlate | S_AI_PAUSE_2028 | AI pause beginning 2028 | ai_regulatory_pause | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
Predictions enabled by this
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 247_035 | Dario Amodei will solve most/all neurological diseases by end of decade | Biotech/Longevity | — |
| prereq | 246_017 | Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa. | Space | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| 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 | — |
Linked documents (8)
Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.705 | manifold | Humans have consciousness [Convince the Machine #3] | 98% | mentions | pending | 2026-05-03 |
| 0.593 | manifold | Am I worthy of moral consideration [Convince the Machine #5] | 44% | mentions | pending | 2026-05-04 |
| 0.580 | manifold | Will I be able to convince Claudius Maximus in any Convince the Machine? | 28% | mentions | pending | 2026-05-17 |
| 0.573 | manifold | VALVE?! | 4% | mentions | pending | 2026-04-23 |
| 0.566 | gdelt | freedom | — | mentions | pending | 2026-04-30 |
| 0.566 | manifold | Best Out-of-Context Quote at LessOnline 2026 | — | mentions | pending | 2026-06-05 |
| 0.563 | manifold | Free Mana Part 2:Resolves All Options to Yes (You can Add Answer in alphabetical form) | — | mentions | pending | 2026-06-02 |
| 0.559 | manifold | Red vs. Blue button (Free Mana, resolves N/A) | 63% | mentions | pending | 2026-04-30 |
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)