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240_050predictionLabor/JobsAI-scaling

US will pass law like China requiring retraining when AI automates a job

Predictor: Dave Blundin · ep#240 "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse" · source

Prior probability
60.0%
Current probability
48.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2026-12-31
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

US will pass law like China requiring retraining when AI automates a job | China passed a law a few weeks ago saying if you lay somebody off because AI automated their job, you must spend time and money retraining them to be an AI user. Uh that'll happen in the US very soon, but it's going to roll out in one state first.

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
China passed a law a few weeks ago saying if you lay somebody off because AI automated their job, you must spend time and money retraining them to be an AI user. Uh that'll happen in the US very soon, but it's going to roll out in one state first.

Resolution evidence

Status: pending

US state retraining law like China's — no state has passed it yet but bills pending in CA, NY, WA.

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

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%2026-04-302026-05-022026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.8%

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 ✓ · 1 overdue ⏱ · 3 pending
  1. 2025-12-15hitAI Workforce PREPARE Act (S.3339) introduced in Senate requiring AI-attributed layoff disclosure
    How: S.3339 introduced requiring WARN Act notices to include AI as substantial factor + DOL retraining pilot funding
    Source: Congress.gov — S.3339 119th Congress AI Workforce PREPARE Act textconf 95%
    Notes: HIT — S.3339 introduced and includes provisions for retraining pilots via DOL discretionary funds. Closest federal analog to China's law.
  2. 2026-01-01 → 2026-06-30overdueMinnesota proposes AI displacement notice law (90-day pre-deployment notice)
    How: Minnesota legislature introduces or passes bill requiring 90-day written notice for AI/automation-driven worker displacement
    Source: Metaintro — One-Third of Minnesota Workers Face AI Displacementconf 85%
    Notes: Active state-level action consistent with Blundin's 'roll out in one state first' prediction.
  3. 2026-04-01 → 2026-12-31pendingCalifornia SB 951 amends Cal-WARN Act to cover AI-driven displacement
    How: California enacts SB 951 (or equivalent) requiring 90-day advance notice and AI system disclosure when functions are automated
    Source: Foley & Lardner — Navigating Workplace AI When Federal, State Policies Clash (Jan 2026)conf 60%
  4. 2026-04-01 → 2026-12-31pendingFirst state passes AI-displacement retraining law with employer-funded reskilling mandate
    How: At least one US state enacts binding law requiring employers to fund retraining for workers laid off due to AI automation (closest analog to China's law)
    Source: Perkins Coie — Growing Landscape of State AI Employment Billsconf 45%
    Notes: Core measurement matches Blundin's claim verbatim — 'spend time and money retraining' on AI displacement.
  5. 2026-06-01 → 2027-06-30pendingFederal DOL launches AI-displaced worker retraining pilot programs
    How: DOL announces formal AI Workforce Research Hub and at least one funded retraining pilot specifically for AI-displaced workers
    Source: Metaintro — 9 Cash and Retraining Lifelines for AI-Displaced Workers in 2026conf 55%
  6. 2026-12-01 → 2027-12-31pending5+ states adopt AI retraining mandates by 2027
    How: At least 5 states enact binding AI-displacement retraining or supplemental funds laws (CA, MI, CO, NY plus 1+)
    Source: Cooley — AI in the Workplace: US Legal Developmentsconf 55%

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: 49%)

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
LBP2026-05-03T02:00:01Z48.8%+1.6pp
Network propagation: 47.2% → 48.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z47.2%-7.1pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.472 blend=0.472 LLR=-0.283 κ=0.82 no_blend
Raw metadata
{
  "trf": 0.6650500679109432,
  "kappa": 0.8214,
  "base_rate": null,
  "predictor": "Dave Blundin",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.17143006733360847,
  "bayes_factor": "1.3:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5427528653593757,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.69819,
      "label": "Minnesota proposes AI displacement notice law (90-day pre-deployment notice)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.85,
      "source_url": "https://www.metaintro.com/blog/minnesota-ai-displacement-90-day-notice-bill-worker-reskilling-rights-2026",
      "adjusted_llr": -0.2830916838300393,
      "expected_date": "2026-04-01",
      "measurement_criterion": "Minnesota legislature introduces or passes bill requiring 90-day written notice for AI/automation-driven worker displacement"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.5344649524623397,
  "outside_weight": 0.4655350475376603,
  "posterior_prob": 0.4721135645986907,
  "posterior_logit": -0.11166161649643083,
  "predictor_brier": 0.0491,
  "inside_posterior": 0.4721135645986907,
  "blended_posterior": 0.4721135645986907,
  "reference_class_id": null,
  "total_adjusted_llr": -0.2830916838300393,
  "predictor_n_resolved": 9
}
LBP2026-04-30T16:39:51Z54.3%-2.3pp
Network propagation: 56.6% → 54.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.6%-3.4pp
Network propagation: 60.0% → 56.6%
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
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6000.050-0.069
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.068
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.600+0.068
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.057
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.053

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%0.7200.050-0.027
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.017
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.015
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.004
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.000

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

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
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)
killerTK06China-Taiwan Military Conflict

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

Linked documents (4)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.647polymarketTrump orders federal review of AI model releases by June 30?44%mentionspending2026-05-26
0.638manifoldTrump orders mandatory AI predeployment evals by end of August24%mentionspending2026-05-06
0.567manifoldWill Germany pass a law that allows a weekly maximum working time of 48 hours per week before the end of 2027?59%mentionspending2026-05-12
0.552manifoldWill the farm bill (HR 7567) pass and destroy / federally preempt state animal welfare laws?64%mentionspending2026-04-29

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "PREDICTION",
  "role": "Host",
  "caveats": "Rollout in one state first",
  "context": "China passed a law... you must spend time and money retraining them to be an AI user. Uh that'll happen in the US very soon, but it's going to roll out in one state first.",
  "to_year": 2026,
  "verbatim": "China passed a law a few weeks ago saying if you lay somebody off because AI automated their job, you must spend time and money retraining them to be an AI user. Uh that'll happen in the US very soon, but it's going to roll out in one state first.",
  "conv_cues": "very soon; going to",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "Very soon",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "AI Workforce PREPARE Act (S.3339) introduced in Senate requiring AI-attributed layoff disclosure",
      "notes": "HIT — S.3339 introduced and includes provisions for retraining pilots via DOL discretionary funds. Closest federal analog to China's law.",
      "source": "Congress.gov — S.3339 119th Congress AI Workforce PREPARE Act text",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.congress.gov/bill/119th-congress/senate-bill/3339/text",
      "expected_date": "2025-12-15",
      "observed_date": "2025-12-15",
      "research_origin": "deep_research",
      "measurement_criterion": "S.3339 introduced requiring WARN Act notices to include AI as substantial factor + DOL retraining pilot funding"
    },
    {
      "kind": "llm_pre_event",
      "label": "Minnesota proposes AI displacement notice law (90-day pre-deployment notice)",
      "notes": "Active state-level action consistent with Blundin's 'roll out in one state first' prediction.",
      "source": "Metaintro — One-Third of Minnesota Workers Face AI Displacement",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.metaintro.com/blog/minnesota-ai-displacement-90-day-notice-bill-worker-reskilling-rights-2026",
      "expected_date": "2026-04-01",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2026-01-01"
      },
      "measurement_criterion": "Minnesota legislature introduces or passes bill requiring 90-day written notice for AI/automation-driven worker displacement"
    },
    {
      "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": -7,
      "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": -6,
      "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": -5,
      "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": -4,
   
... (truncated)