← Cockpit
ROB_021predictionGeopoliticsUS-China-physical-engineering-race

The United States is locked in a fierce physical engineering race with China — China operates with 'incredible speed at massive scale' in hardware-heavy sectors (advanced batteries, high-speed rail, commercial robotics); failure to digitize the industr...

Predictor: Marc Andreessen

Prior probability
82.0%
Current probability
66.6%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2032-10-31
Edges in / out
4 / 0
Tickers exposed
19

Prediction text

The United States is locked in a fierce physical engineering race with China — China operates with 'incredible speed at massive scale' in hardware-heavy sectors (advanced batteries, high-speed rail, commercial robotics); failure to digitize the industrial stack results in immediate economic and military obsolescence. | Next major US-China export-control escalation

Key catalyst: Next major US-China export-control escalation

Watch events: US CHIPS Act disbursements; China industrial-robotics export data

Resolution evidence

Status: in_progress

US-China physical-engineering race empirically documented across EV batteries (CATL, BYD dominance), high-speed rail, Unitree/Xpeng humanoid robotics. US CHIPS Act, Defense Production Act responses underway.

Predictor: Marc Andreessen

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Marc Andreessen 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 82%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 66.6%

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 overdue ⏱ · 6 pending
  1. 2025-10-09overdueChina imposes Oct 2025 export controls on rare earths, lithium batteries, and superhard materials
    How: China's Ministry of Commerce (MOFCOM) announces broad unilateral export controls on rare earth materials, equipment, technology, lithium batteries (cells + battery packs), and production equipment.
    Source: Mayer Brown — PRC Announces New Export Controls on Rare Earth and Battery Materials and Technologyconf 98%
    Notes: HIT — direct evidence that the physical-engineering race is being weaponized via export controls on the exact 'advanced batteries' Andreessen named.
  2. 2026-01-14overdueUS BIS revises export review policy for advanced AI chips to China (Jan 2026)
    How: Bureau of Industry and Security publishes revised licensing review policy shifting from presumption of denial to case-by-case review with strict conditions for chips at NVIDIA H200 / AMD MI325X performance level; White House announces 25% tariff on matching semiconductor performance thresholds same day.
    Source: Morgan Lewis — BIS Revises Export Review Policy for Advanced AI Chips Destined for China and Macauconf 95%
    Notes: HIT — major US-China export-control escalation referenced in the deadline description, formalized Jan 2026.
  3. 2026-01-01 → 2026-12-31pendingBipartisan US bill targeting China access to semiconductor manufacturing tools
    How: House and Senate lawmakers formally introduce legislation tightening US export controls on semiconductor manufacturing equipment, with at least one chamber holding a markup hearing.
    Source: Broadband Breakfast — Bipartisan Bill Targets China's Access to U.S. Semiconductor Technologyconf 85%
    Notes: Legislative escalation continues the bidirectional containment race Andreessen describes.
  4. 2027-04-13pendingQ1 window check-in (25%)
  5. 2026-06-01 → 2028-12-31pendingUS industrial-policy package targeting commercial robotics or hardware sector
    How: The US passes or formally proposes (via Executive Order or appropriations bill) an industrial-policy program with named funding ($10B+) for domestic commercial robotics, advanced batteries, OR high-speed rail manufacturing — analogous to CHIPS Act for one of these three sectors.
    Source: Anticipated — White House EO tracker, Federal Register, House/Senate appropriationsconf 55%
    Notes: Direct response mechanism to Chinese 'speed at scale' in physical engineering. CHIPS Act is the model.
  6. 2028-07-24pendingQ2 window check-in (50%)
  7. 2026-09-01 → 2030-12-31pendingMajor US automaker or industrial firm publicly cites loss of price/scale to Chinese competitor
    How: A Fortune 500 US industrial company (Ford, GM, Caterpillar, Boeing, John Deere, etc.) explicitly cites in 10-K, earnings call, or congressional testimony that it cannot compete on price/scale with a Chinese counterpart in batteries, EVs, or commercial robotics.
    Source: Anticipated — SEC filings, earnings call transcripts, congressional testimonyconf 65%
    Notes: Cascade — direct test of Andreessen's 'immediate economic obsolescence' clause materializing in public corporate disclosure.
  8. 2029-11-03pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 67%)

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
LBP2026-05-10T02:00:02Z66.6%+1.0pp
Network propagation: 65.6% → 66.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z65.6%+2.1pp
Network propagation: 63.5% → 65.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z63.5%-8.5pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.635 blend=0.635 LLR=-0.391 κ=0.50 no_blend
Raw metadata
{
  "trf": 0.951133557001837,
  "kappa": 0.5,
  "base_rate": null,
  "predictor": "Marc Andreessen",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.944712882977132,
  "bayes_factor": "1.5:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.7200506540654352,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.49,
      "label": "China imposes Oct 2025 export controls on rare earths, lithium batteries, and superhard materials",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.98,
      "source_url": "https://www.mayerbrown.com/en/insights/publications/2025/10/prc-announces-new-export-controls-on-rare-earth-and-battery-materials-and-technology",
      "adjusted_llr": -0.19867790297300056,
      "expected_date": "2025-10-09",
      "measurement_criterion": "China's Ministry of Commerce (MOFCOM) announces broad unilateral export controls on rare earth materials, equipment, technology, lithium batteries (cells + battery packs), and production equipment."
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.475,
      "label": "US BIS revises export review policy for advanced AI chips to China (Jan 2026)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": "https://www.morganlewis.com/pubs/2026/01/bis-revises-export-review-policy-for-advanced-ai-chips-destined-for-china-and-macau",
      "adjusted_llr": -0.19259592635137807,
      "expected_date": "2026-01-14",
      "measurement_criterion": "Bureau of Industry and Security publishes revised licensing review policy shifting from presumption of denial to case-by-case review with strict conditions for chips at NVIDIA H200 / AMD MI325X performance level; White House announces 25% tariff on matching semiconductor performance thresholds same day."
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3342065100987141,
  "outside_weight": 0.6657934899012858,
  "posterior_prob": 0.634933109062997,
  "posterior_logit": 0.5534390536527534,
  "predictor_brier": null,
  "inside_posterior": 0.634933109062997,
  "blended_posterior": 0.634933109062997,
  "reference_class_id": null,
  "total_adjusted_llr": -0.3912738293243786,
  "predictor_n_resolved": 0
}
LBP2026-04-30T16:39:51Z72.0%-3.7pp
Network propagation: 75.8% → 72.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z75.8%-6.2pp
Network propagation: 82.0% → 75.8%
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%0.0500.820-0.116
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.820+0.092
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.820+0.062
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.820-0.015

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

19 ticker(s) linked

Beneficiaries (15)

SKYTMRCYTSEMNVDAIFNNYMCHPMETAMSFTTXNBABABAESYBIDUSTMTCEHYTDG

Adverse (4)

AAPLLRCXAMATTSLA

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
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-China physical-engineering race empirically documented across EV batteries (CATL, BYD dominance), high-speed rail, Unitree/Xpeng humanoid robotics. US CHIPS Act, Defense Production Act responses underway.

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.580gdeltus lawmakers warn china top space rival race moon intensifiesmentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-VC",
  "context": "Extends CYB_026 (Aschenbrenner US moat undermined). Couples with ROB_019 (Electro-Industrial Stack), ROB_022 (Schmidt national security physical AI), SPC_019 (Dannenberg decoupling).",
  "to_year": 2032,
  "conv_cues": "a16z geopolitical framing",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2032",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "China imposes Oct 2025 export controls on rare earths, lithium batteries, and superhard materials",
      "notes": "HIT — direct evidence that the physical-engineering race is being weaponized via export controls on the exact 'advanced batteries' Andreessen named.",
      "source": "Mayer Brown — PRC Announces New Export Controls on Rare Earth and Battery Materials and Technology",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.98,
      "source_url": "https://www.mayerbrown.com/en/insights/publications/2025/10/prc-announces-new-export-controls-on-rare-earth-and-battery-materials-and-technology",
      "expected_date": "2025-10-09",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "China's Ministry of Commerce (MOFCOM) announces broad unilateral export controls on rare earth materials, equipment, technology, lithium batteries (cells + battery packs), and production equipment."
    },
    {
      "kind": "llm_pre_event",
      "label": "US BIS revises export review policy for advanced AI chips to China (Jan 2026)",
      "notes": "HIT — major US-China export-control escalation referenced in the deadline description, formalized Jan 2026.",
      "source": "Morgan Lewis — BIS Revises Export Review Policy for Advanced AI Chips Destined for China and Macau",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.morganlewis.com/pubs/2026/01/bis-revises-export-review-policy-for-advanced-ai-chips-destined-for-china-and-macau",
      "expected_date": "2026-01-14",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Bureau of Industry and Security publishes revised licensing review policy shifting from presumption of denial to case-by-case review with strict conditions for chips at NVIDIA H200 / AMD MI325X performance level; White House announces 25% tariff on matching semiconductor performance thresholds same day."
    },
    {
      "kind": "llm_pre_event",
      "label": "Bipartisan US bill targeting China access to semiconductor manufacturing tools",
      "notes": "Legislative escalation continues the bidirectional containment race Andreessen describes.",
      "source": "Broadband Breakfast — Bipartisan Bill Targets China's Access to U.S. Semiconductor Technology",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://broadbandbreakfast.com/bipartisan-bill-targets-chinas-access-to-u-s-semiconductor-technology/",
      "expected_date": "2026-07-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-01-01"
      },
      "measurement_criterion": "House and Senate lawmakers formally introduce legislation tightening US export controls on semiconductor manufacturing equipment, with at least one chamber holding a markup hearing."
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-04-13",
    
... (truncated)