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235_007predictionGeopoliticsAI-scaling

AI regulation window is this calendar year 2026 before chaos breaks out.

Predictor: Dave Blundin · ep#235 "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235" · source

Prior probability
60.0%
Current probability
45.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2026-11-30
Edges in / out
14 / 5
Tickers exposed
37

Prediction text

AI regulation window is this calendar year 2026 before chaos breaks out. | Some entity needs to start formulating some structure around this because it's happening this year... The window of opportunity to put rules and regulations around this is very, very narrow now. It's really, it's got to be this calendar year.

Verbatim quote

From episode "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235"
Some entity needs to start formulating some structure around this because it's happening this year... The window of opportunity to put rules and regulations around this is very, very narrow now. It's really, it's got to be this calendar year.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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 0.681

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 45.3% → blend 45.3% 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

9 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-04-302026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.3%

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: 5 fired ✓ · 5 pending
  1. 2026-03-20hitWhite House releases National AI Policy Framework with 27 legislative recommendations
    How: White House publishes formal National Policy Framework document for Congress with structured legislative recommendations on AI
    Source: Ropes & Gray — White House Legislative Recommendations: National Policy Framework for AI (March 2026)conf 97%
    Notes: HIT — On March 20, 2026 the White House released its National Policy Framework for AI with 27 recommendations to Congress, prepared by OSTP and Special Advisor David Sacks. Direct evidence the regulatory window is open in 2026.
  2. 2026-06-30pendingColorado AI Act (SB 24-205) takes effect imposing duty of care on high-risk AI systems
    How: Colorado AI Act (SB 24-205) becomes operative law governing developers/deployers of high-risk AI systems and algorithmic discrimination in employment
    Source: Foley & Lardner — Navigating Workplace AI When Federal, State Policies Clash (Jan 2026)conf 90%
    Notes: Effective date already codified — first major state operative AI law. Strong evidence regulation is being formed in 2026.
  3. 2026-01-01 → 2026-12-31pending5+ states pass binding AI workforce/employment laws by year-end 2026
    How: At least 5 US states enact substantive operative AI employment/workplace laws (CA, CO, NY, MN, IL or others) creating fragmented patchwork
    Source: Perkins Coie — Navigating the Growing Landscape of State AI Employment Bills and Lawsconf 70%
  4. 2026-05-01 → 2026-09-30pendingAI Workforce PREPARE Act (S.3339) advances out of Senate committee
    How: S.3339 reported out of HELP or Finance Committee with bipartisan votes
    Source: Congress.gov — S.3339 119th Congress AI Workforce PREPARE Actconf 40%
  5. 2026-04-01 → 2026-12-31pendingCongress passes a comprehensive federal AI law in 2026
    How: Bipartisan AI bill (federal preemption, agency rulemaking framework, or substantive substantive AI regulation) is passed by both chambers and signed before end of calendar year 2026
    Source: Holland & Knight — White House Releases a National Policy Framework for AI; Inside Global Tech analysisconf 25%
    Notes: Likely MISS — Congress has repeatedly declined preemption (One Big Beautiful Bill, NDAA). Democrats remain skeptical. Window is narrow as Blundin warned.
  6. 2026-06-01 → 2027-12-31pendingAI-related crisis or major harm event triggers reactive emergency legislation
    How: A material AI-driven public-harm incident (election interference, autonomous weapons, mass deepfake fraud, or systemic financial loss >$1B) prompts emergency federal or state legislation
    Source: TechPolicy.Press — Modernizing the WARN Act to Protect US Workers from AI Displacementconf 55%
    Notes: Cascade — Blundin's framing of 'before chaos breaks out' implies if no proactive law, reactive emergency law will follow harm event.

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: 45%)

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
LBP2026-05-24T02:00:02Z45.3%+1.2pp
Network propagation: 44.1% → 45.3%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z44.1%+2.4pp
Network propagation: 41.8% → 44.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z41.8%+4.7pp
Network propagation: 37.1% → 41.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z37.1%+8.6pp
Network propagation: 28.4% → 37.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
legacy v12026-04-30T19:17:54Z28.4%-6.9pp
intake:99aa73db-75b1-4b1e-8470-a11f87b23937 bayesian_v2 inside=0.672 blend=0.284 LLR=1.322 κ=0.82 w_in=0.55 regulatory_freeze_window
LBP2026-04-30T16:39:51Z35.3%+11.6pp
Network propagation: 23.7% → 35.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z23.7%-12.2pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.237 w_in=0.53 regulatory_freeze_window
LBP2026-04-30T02:18:57Z35.9%+12.3pp
Network propagation: 23.6% → 35.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z23.6%-36.4pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.236 w_in=0.53 regulatory_freeze_window

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%0.0500.600+0.092
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.081
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.6000.050+0.066
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.065
prereqSEM_011
Nvidia became the world's first $5 trillion company (late 20Jensen Huang
85.5%0.6000.050+0.064

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq247_023
AI will be able to do everything a white collar worker does Dave Blundin
40.8%0.7200.050-0.050
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.036
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.035
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.021
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.006

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (14)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
correlateS_AGI_WINTER_2036PLUSAGI delayed: capability plateau or AI winteragi_general_capability
correlateS_AI_PAUSE_2028AI pause beginning 2028ai_regulatory_pause
correlateS_AI_PAUSE_2027AI pause beginning 2027ai_regulatory_pause
correlateS_AI_PAUSE_2026Major-country AI pause beginning 2026ai_regulatory_pause
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq247_023AI will be able to do everything a white collar worker does imminentlyAI
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport

Expected milestones (2)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2026-08-02EU AI Act bulk application/GPAI enforcement powerspending
2026-12-31[Geopolitics 2026-12] ternary-weight model benchmark releases [235_007] AI regulation window is this calendar year 2026 before chaos breaks out.pending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.900codex_research_packEuropean Commission - Guidelines for providers of general-purpose AI modelscorroboratespending2026-04-28
0.900codex_research_packEuropean Commission - AI Actcorroboratespending2026-04-28
0.644polymarketWill Trump say "AI" or "Artificial Intelligence" during events with Xi Jinping?33%mentionspending2026-05-04
0.642manifoldWill El Niño be declared before December 2026?87%mentionspending2026-06-04
0.631polymarketWill the Democratic Party control the House after the 2026 Midterm elections?81%mentionspending2025-07-11
0.629polymarketWill the Iranian regime fall before 2027?13%mentionspending2025-11-03
0.628polymarketWill the Republican Party control the House after the 2026 Midterm elections?21%mentionspending2025-07-11
0.628manifoldResolution criteria mandatory for Yes/No markets on 09/09/2026?20%mentionspending2026-06-06
0.624manifoldWill there be a government shutdown before January 2027?48%mentionspending2026-05-13
0.616polymarketWill Kimi Antonelli win the 2026 F1 Monaco Grand Prix?58%mentionspending2026-05-09

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "The window of opportunity to put rules and regulations around this is very, very narrow now. It's really, it's got to be this calendar year.",
  "to_year": 2026,
  "verbatim": "Some entity needs to start formulating some structure around this because it's happening this year... The window of opportunity to put rules and regulations around this is very, very narrow now. It's really, it's got to be this calendar year.",
  "conv_cues": "has to be",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "White House releases National AI Policy Framework with 27 legislative recommendations",
      "notes": "HIT — On March 20, 2026 the White House released its National Policy Framework for AI with 27 recommendations to Congress, prepared by OSTP and Special Advisor David Sacks. Direct evidence the regulatory window is open in 2026.",
      "source": "Ropes & Gray — White House Legislative Recommendations: National Policy Framework for AI (March 2026)",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.97,
      "source_url": "https://www.ropesgray.com/en/insights/alerts/2026/03/the-white-house-legislative-recommendations-national-policy-framework-for-artificial-intelligence-an",
      "expected_date": "2026-03-20",
      "observed_date": "2026-03-20",
      "research_origin": "deep_research",
      "measurement_criterion": "White House publishes formal National Policy Framework document for Congress with structured legislative recommendations on AI"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Colorado AI Act (SB 24-205) takes effect imposing duty of care on high-risk AI systems",
      "notes": "Effective date already codified — first major state operative AI law. Strong evidence regulation is being formed in 2026.",
      "source": "Foley & Lardner — Navigating Workplace AI When Federal, State Policies Clash (Jan 2026)",
      "status": "pending",
      "weight": 0.4,
      "or
... (truncated)