An all-out AI arms race between the US and China is inevitable — reaching superintelligence first provides a decisive unassailable economic and military advantage, analogous to early nuclear primacy.
Predictor: Leopold Aschenbrenner
Prediction text
An all-out AI arms race between the US and China is inevitable — reaching superintelligence first provides a decisive unassailable economic and military advantage, analogous to early nuclear primacy. | Next major export-control action
Key catalyst: Next major export-control action
Watch events: Export control expansions; sovereign AI fund announcements; military AI deployments
Resolution evidence
US export controls 2022-2026 escalation; BIS advanced-compute restrictions; Chinese domestic chip / AI sovereign initiatives (DeepSeek, Kimi, Qwen, Huawei Ascend).
Predictor: Leopold Aschenbrenner
Calibration plot (stated vs observed)
Evidence about this node from Leopold Aschenbrenner 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: agi_breakthrough_5y
Major capability discontinuity (e.g. AGI by named target year, 5-year horizon)
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
Milestone chain
- 2026-04-30 → 2027-04-30pendingUS Commerce Department issues new chip-export rule targeting China within 12 monthsHow: Federal Register publishes new BIS rule explicitly tightening or restructuring AI-chip export controls to China — H20, H200, B200, or successor — covered in WSJ/FT/ReutersSource: Trump-era policy oscillation (April halt, July reverse, Dec H200 approval with 25% tax)conf 85%
- 2026-11-30pendingQ1 window check-in (25%)
- 2026-04-30 → 2027-12-31pendingDoD or Pentagon publishes binding AI-procurement framework for frontier modelsHow: DoD CDAO or DARPA publishes binding procurement framework for frontier AI models — covered by Defense News, Breaking Defense; analogous to nuclear-era doctrine codificationSource: Aschenbrenner military advantage thesisconf 65%
- 2026-06-01 → 2028-06-30pendingChina announces dedicated >5 GW state-backed AI compute campusHow: Chinese state media (Xinhua, People's Daily) or NDRC press release announces dedicated AI compute campus exceeding 5 GW; specific to AI training, not general data centersSource: Aschenbrenner Situational Awareness compute-race thesisconf 55%
- 2026-04-30 → 2028-12-31pendingChina demonstrates frontier-class model trained predominantly on domestic chipsHow: Chinese lab (DeepSeek, Baichuan, Moonshot, Zhipu, Alibaba) releases model achieving GPT-4-class benchmark scores with public technical report disclosing >=80% Chinese-domestic chip training computeSource: CFR China AI chip deficit analysis + DeepSeek precedentconf 55%
- 2027-10-30pendingQ2 window check-in (50%)
- 2028-09-27pendingQ3 window check-in (75%)
- 2029-08-27pendingAI arms race becomes mainstream foreign-policy framing by 2029How: By Aug 2029, US National Security Strategy or DoD posture review explicitly frames AI superiority as core deterrence pillar; analogous to nuclear primacy doctrine; CFR/Brookings/RAND publications adopt framingSource: Aschenbrenner Situational Awareness 2024 thesisconf 65%
What if this resolves?
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
Raw metadata
{
"trf": 0.9214219981277613,
"kappa": 0.6875,
"base_rate": 0.2,
"predictor": "Leopold Aschenbrenner",
"total_llr": 1.6094379124341,
"bayesian_v2": true,
"prior_logit": 0.6373095161286387,
"bayes_factor": "3.0:1 favoring",
"blend_reason": "blend 36% inside / 64% outside (TRF=0.921, base_rate=0.200 from agi_breakthrough_5y)",
"inside_prior": 0.6541450200865428,
"kappa_source": "predictor_table",
"blend_applied": true,
"contributions": [
{
"llr": 1.6094379124341,
"kappa": 0.6875,
"label": "White House explicitly framing as adversarial AI competition; Trump-Xi summit ended without rapprochement on chips.",
"adjusted_llr": 1.106488564798444
}
],
"evidence_kind": "intake_event_update",
"inside_source": "history_v2",
"inside_weight": 0.3550046013105671,
"outside_weight": 0.6449953986894329,
"posterior_prob": 0.4316561846838853,
"evidence_origin": "daily_intake",
"llm_suggestions": [
{
"polarity": "corroborates",
"status_change": "unchanged",
"evidence_strength": "strong",
"delta_prob_suggestion": 0.05
}
],
"posterior_logit": 1.743798080927083,
"predictor_brier": 0.04167,
"evidence_doc_ids": [],
"inside_posterior": 0.8511688500369977,
"blended_posterior": 0.4316561846838853,
"reference_class_id": "agi_breakthrough_5y",
"total_adjusted_llr": 1.106488564798444,
"predictor_n_resolved": 3
}Raw metadata
{
"trf": 0.9319332562889674,
"kappa": 0.6875,
"base_rate": 0.2,
"predictor": "Leopold Aschenbrenner",
"total_llr": 0.6931471805599453,
"bayesian_v2": true,
"prior_logit": 0.7126414383352123,
"bayes_factor": "1.6:1 favoring",
"blend_reason": "blend 35% inside / 65% outside (TRF=0.932, base_rate=0.200 from agi_breakthrough_5y)",
"inside_prior": 0.6709845581932299,
"kappa_source": "predictor_table",
"blend_applied": true,
"contributions": [
{
"llr": 0.6931471805599453,
"kappa": 0.6875,
"label": "Both sides are escalating simultaneously: Washington is tightening equipment controls while Chinese firms are shifting m",
"adjusted_llr": 0.4765386866349624
}
],
"evidence_kind": "intake_event_update",
"inside_source": "history_v2",
"inside_weight": 0.3476467205977228,
"outside_weight": 0.6523532794022772,
"posterior_prob": 0.3796723641796219,
"evidence_origin": "daily_intake",
"llm_suggestions": [
{
"polarity": "corroborates",
"status_change": "accelerated",
"evidence_strength": "moderate",
"delta_prob_suggestion": 0.06
}
],
"posterior_logit": 1.189180124970175,
"predictor_brier": 0.04167,
"evidence_doc_ids": [],
"inside_posterior": 0.7665943981647206,
"blended_posterior": 0.3796723641796219,
"reference_class_id": "agi_breakthrough_5y",
"total_adjusted_llr": 0.4765386866349624,
"predictor_n_resolved": 3
}Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (22)
Adverse (4)
Prerequisites (3)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_NO_AI_PAUSE_5Y | No major AI pause through 2031 | ai_regulatory_pause | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK06 | China-Taiwan Military Conflict | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2030-12-31 | [Geopolitics 2030-12] [INF_037] Export control expansions; sovereign AI fund announcements; military AI deployments [CYB_026] Open-source capability-closing metrics; BIS export-control actions [246_020] Starcloud Blackwell satellit | pending |
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | US export controls 2022-2026 escalation; BIS advanced-compute restrictions; Chinese domestic chip / AI sovereign initiatives (DeepSeek, Kimi, Qwen, Huawei Ascend). |
Linked documents (3)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.637 | manifold | China vs Japan Conflict before 2027? | — | mentions | pending | 2026-04-29 |
| 0.583 | manifold | Will North Korea conduct a major military provocation | 24% | mentions | pending | 2026-05-09 |
| 0.579 | manifold | Will Trump's Anti-Weaponization Fund survive its initial challenges | 25% | mentions | pending | 2026-06-01 |
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Cited-VC/Researcher",
"context": "Frames infrastructure competition as existential national-security, not commercial. Couples with INF_002 'The Project' thesis.",
"to_year": 2030,
"conv_cues": "inevitable framing; arms-race analogy",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "2026-2030",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "US Commerce Department issues new chip-export rule targeting China within 12 months",
"source": "Trump-era policy oscillation (April halt, July reverse, Dec H200 approval with 25% tax)",
"status": "pending",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.85,
"source_url": "https://builtin.com/articles/trump-lifts-ai-chip-ban-china-nvidia",
"expected_date": "2026-10-29",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-04-30",
"from": "2026-04-30"
},
"measurement_criterion": "Federal Register publishes new BIS rule explicitly tightening or restructuring AI-chip export controls to China — H20, H200, B200, or successor — covered in WSJ/FT/Reuters"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -6,
"source_id": null,
"expected_date": "2026-11-30",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "DoD or Pentagon publishes binding AI-procurement framework for frontier models",
"source": "Aschenbrenner military advantage thesis",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.65,
"source_url": "https://ai-frontiers.org/articles/exporting-h20s-to-china-undermines-americas-ai-edge",
"expected_date": "2027-03-01",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-04-30"
},
"measurement_criterion": "DoD CDAO or DARPA publishes binding procurement framework for frontier AI models — covered by Defense News, Breaking Defense; analogous to nuclear-era doctrine codification"
},
{
"kind": "llm_pre_event",
"label": "China announces dedicated >5 GW state-backed AI compute campus",
"source": "Aschenbrenner Situational Awareness compute-race thesis",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.55,
"source_url": "https://pro.stockalarm.io/blog/situational-awareness-two-years-later",
"expected_date": "2027-06-16",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2028-06-30",
"from": "2026-06-01"
},
"measurement_criterion": "Chinese state media (Xinhua, People's Daily) or NDRC press release announces dedicated AI compute campus exceeding 5 GW; specific to AI training, not general data centers"
},
{
"kind": "llm_pre_event",
"label": "China demonstrates frontier-class model trained predominantly on domestic chips",
"source": "CFR China AI chip deficit analysis + DeepSeek precedent",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.55,
"source_url": "https://www.cfr.org/articles/chinas-ai-chip-deficit-why-huawei-cant-catch-nvidia-and-u-s-export-controls-should-remain",
"expected_date": "2027-08-31",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2028-12-31",
"from": "2026-04-30"
},
"measurement_criterion": "Chinese lab (DeepSeek, Baichuan, Moonshot, Zhipu, Alibaba) releases model achieving GPT-4-class benchmark scores with public technical report disclosing >=80% Chinese-domestic chip training compute"
},
{
... (truncated)