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IND_006predictionGeopoliticsVC-reallocation-regulatory-capture

Trajectory of AI development — and by extension future of American economic labor — will be decided by political outcomes rather than purely technical hurdles. Overly restrictive regulatory regimes threaten to stall frontier science and cede global AI ...

Predictor: Ben Horowitz

Prior probability
72.0%
Current probability
55.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2024-01-01 – 2028-10-31
Edges in / out
1 / 0
Tickers exposed
0

Prediction text

Trajectory of AI development — and by extension future of American economic labor — will be decided by political outcomes rather than purely technical hurdles. Overly restrictive regulatory regimes threaten to stall frontier science and cede global AI race to foreign adversaries; massive reallocation of venture capital away from jurisdictions hostile to open-source algorithmic development signals labor market of the future clusters strictly around deregulated technological hubs. | Next major state-level AI regulation outcome

Key catalyst: Next major state-level AI regulation outcome

Watch events: Next state-level AI regulation defeat or passage

Resolution evidence

Status: in_progress

SB 1047 vetoed; Trump admin AI EO 2025 pro-innovation; VC Texas/Florida/Miami relocation 2024-2026 validates reallocation thesis.

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: regulatory_freeze_window

Linked via embedding similarity 0.655

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 55.7% → blend 55.7% 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

7 prob_history rows
0%25%50%75%100%prior 72%2026-04-302026-05-032026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 55.7%

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: 1 fired ✓ · 2 overdue ⏱ · 4 pending
  1. 2024-11-01overdueQ1 window check-in (25%)
  2. 2025-09-03overdueQ2 window check-in (50%)
  3. 2026-01-01hitCalifornia SB 53 (Transparency in Frontier AI Act) enforcement begins
    How: California Office of Emergency Services begins enforcing SB 53 reporting requirements; first 'Frontier AI Framework' annual disclosures published
    Source: Financial Content — 'The Great Alignment: How EU AI Act and SB 1047 Reshaped Global Tech Frontier' — SB 53 enforceable Jan 1, 2026conf 95%
  4. 2026-07-05pendingQ3 window check-in (75%)
  5. 2026-08-02pendingEU AI Act high-risk + transparency rules become effective
    How: EU AI Act high-risk AI system rules + transparency rules enter into force August 2026 per Article 113 timeline
    Source: European Commission — 'AI Act fully applicable 2 August 2026, high-risk rules effective August 2026 and August 2027'conf 99%
  6. 2026-06-01 → 2027-06-30pendingFederal procurement guidance favors 'objective' frontier models
    How: US federal procurement guidelines explicitly favor frontier AI developers meeting neutrality / non-bias criteria, with named Tier-1 list published
    Source: Wilson Sonsini — '2026 Year in Preview: AI Regulatory Developments' + Brussels-California Effect dynamicsconf 60%
  7. 2026-09-01 → 2027-12-31pendingAI investment relocation from regulated to permissive jurisdictions
    How: At least 3 frontier labs publicly announce significant capacity / training-run relocation from EU jurisdictions to US, UAE, or KSA citing regulatory burden
    Source: Metricstream — '2026 Guide to AI Regulations and Policies in US, UK, EU'conf 55%
  8. 2026-12-01 → 2028-06-30pendingFrontier compliance costs become explicit moat for incumbents
    How: Public reporting of >=$100M annualized compliance spend at >=2 frontier AI labs, cited as reinforcing incumbent dominance
    Source: Financial Content + Institute for Law & AI — frontier model compliance dynamicsconf 50%

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: 56%)

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
LBP2026-05-24T02:00:02Z55.7%+1.6pp
Network propagation: 54.1% → 55.7%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z54.1%+3.2pp
Network propagation: 51.0% → 54.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z51.0%+6.4pp
Network propagation: 44.6% → 51.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z44.6%+11.9pp
Network propagation: 32.7% → 44.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z32.7%-4.8pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.632 blend=0.327 LLR=-0.405 κ=0.50 w_in=0.64 regulatory_freeze_window
Raw metadata
{
  "trf": 0.5167582009742682,
  "kappa": 0.5,
  "base_rate": 0.05,
  "predictor": "Ben Horowitz",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.9444616088408513,
  "bayes_factor": "1.5:1 against",
  "blend_reason": "blend 63% inside / 36% outside (TRF=0.517, base_rate=0.050 from regulatory_freeze_window)",
  "inside_prior": 0.72,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.5,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2027325540540822,
      "expected_date": "2024-11-01",
      "measurement_criterion": null
    },
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.5,
      "label": "Q2 window check-in (50%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2027325540540822,
      "expected_date": "2025-09-03",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6382692593180123,
  "outside_weight": 0.36173074068198774,
  "posterior_prob": 0.3271575822530865,
  "posterior_logit": 0.5389965007326869,
  "predictor_brier": null,
  "inside_posterior": 0.631578947368421,
  "blended_posterior": 0.3271575822530865,
  "reference_class_id": "regulatory_freeze_window",
  "total_adjusted_llr": -0.4054651081081644,
  "predictor_n_resolved": 0
}
legacy v12026-04-30T16:13:50Z37.5%+0.0pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.375 w_in=0.63 regulatory_freeze_window
legacy v12026-04-30T01:56:50Z37.5%-34.5pp
reference_class_assigned bayesian_v2 inside=0.720 blend=0.375 w_in=0.63 regulatory_freeze_window

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_NO_AI_PAUSE_5YNo major AI pause through 2031ai_regulatory_pause

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importSB 1047 vetoed; Trump admin AI EO 2025 pro-innovation; VC Texas/Florida/Miami relocation 2024-2026 validates reallocation thesis.

Linked documents (6)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-VC",
  "context": "Distinct from AUT_005 (Silicon Valley defense convergence), ROB_021 (Andreessen US-China race). Specific VC-geographic-reallocation thesis.",
  "to_year": 2028,
  "conv_cues": "VC capital-allocation thesis; geopolitical framing",
  "direction": "HAPPEN",
  "from_year": 2024,
  "timeframe": "2024-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2024-11-01",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2025-09-03",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "llm_pre_event",
      "label": "California SB 53 (Transparency in Frontier AI Act) enforcement begins",
      "source": "Financial Content — 'The Great Alignment: How EU AI Act and SB 1047 Reshaped Global Tech Frontier' — SB 53 enforceable Jan 1, 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://markets.financialcontent.com/wral/article/tokenring-2026-1-2-the-great-alignment-how-the-eu-ai-act-and-the-ghost-of-sb-1047-reshaped-the-global-tech-frontier",
      "expected_date": "2026-01-01",
      "observed_date": "2026-01-01",
      "research_origin": "deep_research",
      "measurement_criterion": "California Office of Emergency Services begins enforcing SB 53 reporting requirements; first 'Frontier AI Framework' annual disclosures published"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-07-05",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "EU AI Act high-risk + transparency rules become effective",
      "source": "European Commission — 'AI Act fully applicable 2 August 2026, high-risk rules effective August 2026 and August 2027'",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai",
      "expected_date": "2026-08-02",
      "research_origin": "deep_research",
      "measurement_criterion": "EU AI Act high-risk AI system rules + transparency rules enter into force August 2026 per Article 113 timeline"
    },
    {
      "kind": "llm_pre_event",
      "label": "Federal procurement guidance favors 'objective' frontier models",
      "source": "Wilson Sonsini — '2026 Year in Preview: AI Regulatory Developments' + Brussels-California Effect dynamics",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.wsgr.com/en/insights/2026-year-in-preview-ai-regulatory-developments-for-companies-to-watch-out-for.html",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "US federal procurement guidelines explicitly favor frontier AI developers meeting neutrality / non-bias criteria, with named Tier-1 list published"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI investment relocation from regulated to permissive jurisdictions",
      "source": "Metrics
... (truncated)