← Cockpit
AUT_011predictionGeopoliticscompute-licensing-dystopias

Severe impending collision between capabilities of open autonomous systems and desires of global state actors to maintain control — emergence of 'compute licensing dystopias' where governments implement draconian surveillance over raw computational har...

Predictor: David Holz

Prior probability
60.0%
Current probability
50.0%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
in_progress
Window
2025-01-01 – 2028-10-31
Edges in / out
4 / 0
Tickers exposed
4

Prediction text

Severe impending collision between capabilities of open autonomous systems and desires of global state actors to maintain control — emergence of 'compute licensing dystopias' where governments implement draconian surveillance over raw computational hardware, requiring stringent state licensing to own/operate high-performance GPUs; sacrificing civilian digital liberties in name of national security. | First national consumer-GPU licensing proposal

Key catalyst: First national consumer-GPU licensing proposal

Watch events: Next major compute-export-control expansion; EU AI Act thresholds

Resolution evidence

Status: in_progress

US BIS export controls on advanced chips; UK AISI pre-deployment testing; EU AI Act compute thresholds; early signals of compute-licensing regimes forming.

Predictor: David Holz

κ + Brier as of 2026-05-22
κ (discount)
0.643
Brier
0.0163
excellent
Hits / Misses
2 / 0
of 2 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from David Holz 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

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 50.0%

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: 2 fired ✓ · 1 overdue ⏱ · 4 pending
  1. 2025-07-15hitBIS H20/H200 case-by-case licensing regime active
    How: US Bureau of Industry and Security activates case-by-case licensing for H20-class and H200 GPU exports to China
    Source: https://www.bis.gov/press-release/department-commerce-revises-license-review-policy-semiconductors-exported-china — BIS revises license review policyconf 95%
    Notes: HIT — H20 license regime is the soft form of state compute licensing Holz warned about; sets precedent.
  2. 2025-09-29overdueQ1 window check-in (25%)
  3. 2025-12-08hitTrump December 8 2025 H200 announcement and 15% chip-export tax
    How: Federal government announces both expanded H200 licensing for approved Chinese customers and 15% fee on chip sales
    Source: https://www.tomshardware.com/tech-industry/semiconductors/nvidia-prepares-h200-shipments-to-china-as-chip-war-lines-blur — H200 China exports with 25% taxconf 99%
    Notes: HIT — government taking 15% revenue cut from chip sales is a direct precedent for state-controlled compute commerce.
  4. 2026-06-28pendingQ2 window check-in (50%)
  5. 2026-06-01 → 2027-12-31pendingCloud-compute KYC requirements expand beyond AI training
    How: AWS / Azure / GCP / CoreWeave required to implement enhanced customer identification for compute use cases beyond foundation-model training (extended Reporting Rule)
    Source: https://introl.com/blog/ai-export-controls-navigating-chip-restrictions-globally-2025 — global AI export control trajectoryconf 65%
  6. 2027-03-26pendingQ3 window check-in (75%)
  7. 2026-06-01 → 2028-06-30pendingFirst proposed national consumer-GPU licensing scheme
    How: Any G7 government formally proposes (white paper, draft regulation, or bill) requiring licenses for civilian ownership/operation of high-performance consumer GPUs (e.g., RTX 5090-class)
    Source: https://www.congress.gov/crs-product/R48642 — CRS Advanced Semiconductors export controls trajectoryconf 35%
    Notes: Holz's 'compute licensing dystopia' would require crossing the line from B2B export controls (current state) to consumer/civilian licensing (not current state).
  8. 2027-06-01 → 2028-10-31pendingFirst country implements GPU import permit system for civilians
    How: Any nation passes law requiring civilian end-users to register or obtain permits for purchase of GPUs above stated FLOPs threshold (Holz's 'dystopia' scenario realized)
    Source: Holz public statements; analogous historical precedent (cryptography export controls)conf 20%
    Notes: Cascade — Holz's strongest framing. Modest probability — most jurisdictions are unlikely to cross consumer line within window.

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: 50%)

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
LBP2026-05-10T02:00:02Z50.0%+1.0pp
Network propagation: 49.0% → 50.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.0%+2.0pp
Network propagation: 46.9% → 49.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z46.9%-6.5pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.469 blend=0.469 LLR=-0.261 κ=0.64 no_blend
Raw metadata
{
  "trf": 0.6519501248889087,
  "kappa": 0.6429,
  "base_rate": null,
  "predictor": "David Holz",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.13850586924999897,
  "bayes_factor": "1.3:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.5345712174799312,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.6429,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.2606735180027389,
      "expected_date": "2025-09-29",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.5436349125777639,
  "outside_weight": 0.45636508742223614,
  "posterior_prob": 0.4694960175392774,
  "posterior_logit": -0.12216764875273994,
  "predictor_brier": 0.01625,
  "inside_posterior": 0.4694960175392774,
  "blended_posterior": 0.4694960175392774,
  "reference_class_id": null,
  "total_adjusted_llr": -0.2606735180027389,
  "predictor_n_resolved": 2
}
LBP2026-04-30T16:39:51Z53.5%-2.3pp
Network propagation: 55.7% → 53.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.7%-4.3pp
Network propagation: 60.0% → 55.7%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.092
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.600+0.056
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.600+0.045
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.034

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

4 ticker(s) linked

Adverse (4)

ALLPGRTRVUBER

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importUS BIS export controls on advanced chips; UK AISI pre-deployment testing; EU AI Act compute thresholds; early signals of compute-licensing regimes forming.

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.637gdeltmentionspending2026-04-30
0.594gdeltthe era of the pilot is over the era of the agent is here google cloud wants you to unlock the power of your datamentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Fourth Holz entry (234_033 humanoids Manhattan, CYB_009 TPU-to-GPU rewrite, CYB_017 prompt engineering, ROB_012 Taiwan GPU bottleneck, AUT_011 compute licensing). Distinctive civil-liberties framing.",
  "to_year": 2028,
  "conv_cues": "coined phrase; civil-liberties + national-security tension",
  "direction": "HAPPEN",
  "from_year": 2025,
  "timeframe": "2025-2028",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "BIS H20/H200 case-by-case licensing regime active",
      "notes": "HIT — H20 license regime is the soft form of state compute licensing Holz warned about; sets precedent.",
      "source": "https://www.bis.gov/press-release/department-commerce-revises-license-review-policy-semiconductors-exported-china — BIS revises license review policy",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.bis.gov/press-release/department-commerce-revises-license-review-policy-semiconductors-exported-china",
      "expected_date": "2025-07-31",
      "observed_date": "2025-07-15",
      "research_origin": "deep_research",
      "measurement_criterion": "US Bureau of Industry and Security activates case-by-case licensing for H20-class and H200 GPU exports to China"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2025-09-29",
      "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": "Trump December 8 2025 H200 announcement and 15% chip-export tax",
      "notes": "HIT — government taking 15% revenue cut from chip sales is a direct precedent for state-controlled compute commerce.",
      "source": "https://www.tomshardware.com/tech-industry/semiconductors/nvidia-prepares-h200-shipments-to-china-as-chip-war-lines-blur — H200 China exports with 25% tax",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.tomshardware.com/tech-industry/semiconductors/nvidia-prepares-h200-shipments-to-china-as-chip-war-lines-blur",
      "expected_date": "2025-12-08",
      "observed_date": "2025-12-08",
      "research_origin": "deep_research",
      "measurement_criterion": "Federal government announces both expanded H200 licensing for approved Chinese customers and 15% fee on chip sales"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2026-06-28",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Cloud-compute KYC requirements expand beyond AI training",
      "source": "https://introl.com/blog/ai-export-controls-navigating-chip-restrictions-globally-2025 — global AI export control trajectory",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://introl.com/blog/ai-export-controls-navigating-chip-restrictions-globally-2025",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "AWS / Azure / GCP / CoreWeave required to implement enhanced customer identification for compute use cases beyond foundation-model training (extended Reporting Rule)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordin
... (truncated)