← Cockpit
240_030predictionGeopoliticsAGI

Tesla's independent chip production would derisk potential Chinese invasion of Taiwan

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

Prior probability
45.0%
Current probability
34.7%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2040-11-30
Edges in / out
8 / 5
Tickers exposed
32

Prediction text

Tesla's independent chip production would derisk potential Chinese invasion of Taiwan | If if he can do this really quickly, then he is in many ways derisking World War II.

Watch events: ARC-AGI-2 scores; Frontier Math Tier 4 benchmark; SWE-bench Verified; Humanity's Last Exam

Verbatim quote

From episode "NVIDIA's $1 Trillion Prediction, Anthropic Beats OpenAI, Tesla vs. TSMC & The CS Job Collapse"
If if he can do this really quickly, then he is in many ways derisking World War II.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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: taiwan_kinetic_conflict_2y

Linked via embedding similarity 0.582

Direct PLA kinetic action against Taiwan within 2 years of forecast

Base rate
5.0%
no history
Inside weight
Outside weight
no pull
inside 34.7% → blend 34.7% 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 45%2026-04-302026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 34.7%

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: 5 fired ✓ · 4 pending
  1. 2026-04-15hitTesla AI5 chip taped out (April 2026)
    How: Public confirmation by Elon Musk / Tesla that AI5 design is finalized and submitted to fab
    Source: deep_research_enrichedconf 95%
  2. 2026-04-30hitTerafab Austin chip facility breaks ground / construction underway
    How: Visual confirmation (drone imagery, construction permits, public site visit) of active Terafab construction in Austin
    Source: deep_research_enrichedconf 90%
  3. 2026-10-01 → 2027-06-30pendingAI5 begins production at TSMC Arizona / Samsung Texas
    How: Tesla announces first AI5 chips off the line in US fabs (TSMC Arizona or Samsung Texas)
    Source: deep_research_enrichedconf 65%
  4. 2028-01-01 → 2030-12-31pendingTerafab first wafer-out milestone
    How: First production wafer leaves Terafab Austin facility
    Source: deep_research_enrichedconf 40%
  5. 2030-01-01 → 2035-12-31pendingTesla fully decouples chip supply from Taiwan-based fabrication
    How: Tesla 10-K or supply-chain disclosure shows zero Taiwan-fabbed silicon in shipping vehicles or robots
    Source: llm_enrichedconf 35%
  6. 2030-01-01 → 2038-12-31pendingUS semiconductor self-sufficiency ratio for advanced nodes (<=3nm) >=50%
    How: SIA or TrendForce data shows >=50% of US-consumed sub-3nm silicon fabbed on US soil
    Source: llm_enrichedconf 30%
  7. 2036-08-14pendingPeople will be on Mars within 10 years
  8. 2036-09-06pendingMoon base will exist in 10 years

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: 35%)

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
LBP2026-05-17T02:00:01Z34.7%+2.0pp
Network propagation: 32.7% → 34.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z32.7%+4.1pp
Network propagation: 28.6% → 32.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z28.6%+7.4pp
Network propagation: 21.3% → 28.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z21.3%+10.5pp
Network propagation: 10.7% → 21.3%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z10.7%-10.4pp
reference_class_assigned bayesian_v2 inside=0.450 blend=0.107 w_in=0.30 taiwan_kinetic_conflict_2y
LBP2026-04-30T02:18:57Z21.1%+10.4pp
Network propagation: 10.7% → 21.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z10.7%-34.3pp
reference_class_assigned bayesian_v2 inside=0.450 blend=0.107 w_in=0.30 taiwan_kinetic_conflict_2y

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
prereq242_057
Artemis 2 launches April 1, 2026 - circumlunar missionPeter Diamandis
56.2%0.4500.050-0.078
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.450+0.071
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.450+0.063
prereqS_ASI_SLOW_2040PLUS
ASI slow: post-2040 / soft takeoff
60.0%0.4500.050-0.057
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.450+0.055

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.093
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.081
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.071
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.060
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.059

Ticker exposure

32 ticker(s) linked

Beneficiaries (23)

PONYWRDSOUNAIAIOTAMBAGTLBHSAINVDAOUSTBBAIGOOGLMSFTORCLQCOMSHOPIBMTCEHYTSLABIDUAMZNBABAMETA

Adverse (7)

ACNCHGGCTSHFRSHIBMINFYPEGA

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
prereqS_ASI_SLOW_2040PLUSASI slow: post-2040 / soft takeoffasi_recursive_self_improvement
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
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space

Linked documents (7)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.657polymarketWill China invade Taiwan by end of 2026?7%mentionspending2025-07-24
0.646polymarketWill China invade Taiwan by September 30, 2026?3%mentionspending2026-03-17
0.642polymarketWill China invade Taiwan by June 30, 2026?2%mentionspending2025-12-17
0.620polymarketTrump endorses China's claim to Taiwan this week?0%mentionspending2026-05-11
0.606polymarketWill China blockade Taiwan by June 30?2%mentionspending2025-09-19
0.576polymarketWill Trump Insult Xi this week?1%mentionspending2026-05-11
0.574manifoldChina uses military force to take Taiwan by July 1, 20262%mentionspending2026-05-08

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=uOGHXAfvK8w",
  "mode": "THESIS",
  "role": "Host",
  "caveats": "Conditional on Elon executing quickly; speaker said World War II but meant III",
  "context": "If if Tesla is going beyond hypothetically its existing Samsung collaboration or or any existing hypothetical Intel collaborations and is starting to independently scale its own production which of course will be done in the United States, this is a tremendous geopolitical implication for potential Chinese invasion of Taiwan. If if he can do this really quickly, then he is in many ways derisking World War II.",
  "verbatim": "If if he can do this really quickly, then he is in many ways derisking World War II.",
  "conv_cues": "in many ways",
  "direction": "HAPPEN",
  "timeframe": "Conditional on Tesla timeline",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Tesla AI5 chip taped out (April 2026)",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://electrek.co/2026/04/15/tesla-ai5-chip-taped-out-musk-ai6-dojo3/",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Public confirmation by Elon Musk / Tesla that AI5 design is finalized and submitted to fab"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "242_057",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "Terafab Austin chip facility breaks ground / construction underway",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://en.wikipedia.org/wiki/Terafab",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2026-03-01"
      },
      "measurement_criterion": "Visual confirmation (drone imagery, construction permits, public site visit) of active Terafab construction in Austin"
    },
    {
      "kind": "llm_pre_event",
      "label": "AI5 begins production at TSMC Arizona / Samsung Texas",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://wccftech.com/tesla-pulls-2nm-ai-chip-production-onto-us-soil-splits-ai6-ai6-5-between-samsung-tsmc/",
      "expected_date": "2027-02-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-10-01"
      },
      "measurement_criterion": "Tesla announces first AI5 chips off the line in US fabs (TSMC Arizona or Samsung Texas)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Terafab first wafer-out milestone",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
 
... (truncated)