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AUT_022predictionAuto/TransportAV-inflection-2026-33-launches

2026 is the definitive 'inflection year' for Autonomous Vehicles — forecasting 33 distinct consumer AV launches and expansion of AV services into 9 new major US cities; China will aggressively lead global adoption, accounting for half the global smart-...

Predictor: Morgan Stanley

Prior probability
58.0%
Current probability
50.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2026-01-01 – 2030-11-30
Edges in / out
5 / 0
Tickers exposed
10

Prediction text

2026 is the definitive 'inflection year' for Autonomous Vehicles — forecasting 33 distinct consumer AV launches and expansion of AV services into 9 new major US cities; China will aggressively lead global adoption, accounting for half the global smart-driving market (roughly 15 million vehicles) by 2030. | Next MS AV outlook update

Key catalyst: Next MS AV outlook update

Watch events: Annual AV consumer-launch counts; China NEV smart-driving market share

Resolution evidence

Status: in_progress

MS "AI Is Coming to Your Steering Wheel" research 2026 confirms framework. China NEV smart-driving scaling rapidly (XPeng, Li Auto, Huawei, BYD).

Predictor: Morgan Stanley

κ + Brier as of 2026-05-22
κ (discount)
0.633
Brier
0.0442
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Morgan Stanley 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

4 prob_history rows
0%25%50%75%100%prior 58%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 50.3%

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 ✓ · 9 pending
  1. 2026-04-22hitTesla begins Cybercab production with exponential ramp targeted Q4 2026
    How: Tesla Q1 2026 earnings call confirms Cybercab production officially begun with exponential output ramp targeted by year-end
    Source: https://www.basenor.com/blogs/news/tesla-fsd-robotaxi-roadmap-q4-launch-12-states-europeconf 92%
    Notes: HIT — Cybercab production begin announced on Q1 2026 call per Electrek/basenor coverage.
  2. 2026-02-01 → 2026-09-30pendingTesla FSD receives full China regulatory approval
    How: China MIIT or relevant regulator publicly grants Tesla full FSD operation approval (beyond city-level pilots)
    Source: https://applyingai.com/2025/11/tesla-to-secure-full-self-driving-approval-in-china-by-early-2026-strategic-and-technical-implications/conf 55%
    Notes: Musk-stated Feb-Mar 2026 target; actual full approval likely slips.
  3. 2026-11-04pendingQ1 window check-in (25%)
  4. 2026-09-01 → 2027-01-31pendingTesla Robotaxi expands to ≥10 US states by year-end 2026
    How: Tesla publicly confirms Robotaxi commercial operations in ≥10 US states, with FSD V15 unsupervised on consumer cars by Q4 2026
    Source: https://electrek.co/2026/04/22/tesla-elon-musk-unsupervised-fsd-consumer-cars-q4-delay-again/conf 55%
    Notes: Tesla repeatedly slips FSD V15 timing; 'dozen states' is stated target but historically delayed.
  5. 2026-09-01 → 2027-03-31pendingPony.ai global robotaxi fleet ≥3,000 by end-2026
    How: Pony.ai earnings report confirms total active robotaxi fleet >3,000 across mainland China + Dubai + Europe + Singapore
    Source: https://ir.pony.ai/news-releases/news-release-details/pony-ai-inc-realized-gen-7-robotaxi-city-wide-ue-breakeven-setconf 80%
    Notes: Direct test of China-leading-AV thesis. Pony explicitly guided 3,000 by 2026 year-end.
  6. 2026-09-01 → 2027-03-31pendingWeRide delivers ≥2,000 GXR units in 2026, doubling 2025 fleet
    How: WeRide quarterly disclosure confirms ≥2,000 GXR robotaxi deliveries in 2026, pushing global fleet past 2,600
    Source: https://www.roadtoautonomy.com/china-vs-us-scale-faster-weride-waymo/conf 70%
  7. 2026-12-01 → 2027-06-30pendingAggregate 33+ consumer AV launches counted across China + US + EU in 2026
    How: Industry tracker (Roland Berger / McKinsey / S&P Mobility) confirms ≥33 distinct consumer AV launches and AV service expansion to ≥9 new major US cities during 2026
    Source: Morgan Stanley AV outlook + S&P Mobilityconf 50%
    Notes: This is the prediction's named milestone (event_anchor in description). Tests the 33-launches and 9-cities specific claim.
  8. 2027-09-07pendingQ2 window check-in (50%)
  9. 2028-07-10pendingQ3 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: 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
LBP2026-05-10T02:00:02Z50.3%-1.4pp
Network propagation: 51.7% → 50.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z51.7%-2.8pp
Network propagation: 54.5% → 51.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z54.5%-1.2pp
Network propagation: 55.7% → 54.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.7%-2.3pp
Network propagation: 58.0% → 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
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.580+0.034
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.580+0.024

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

10 ticker(s) linked

Beneficiaries (6)

NVDABABATCEHYBIDUMETAMSFT

Adverse (4)

UBERPGRTRVALL

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_ROBOTAXI_NATIONWIDE_2028Robotaxi nationwide expansion by Nov 2028robotaxi_deployment
correlateS_ROBOTAXI_TESLA_2026Tesla FSD unsupervised wide deployment by Nov 2026robotaxi_deployment
correlateS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-12-31[Autonomous 2030-12] ing to collapse over the next few years [AUT_022] Annual AV consumer-launch counts; China NEV smart-driving market sharepending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importMS "AI Is Coming to Your Steering Wheel" research 2026 confirms framework. China NEV smart-driving scaling rapidly (XPeng, Li Auto, Huawei, BYD).

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.652manifoldHow many countries will I visit this year? (2026)mentionspending2026-05-17
0.647manifoldWill Waymo's US commercial fleet exceed 12,000 vehicles by Dec 31, 2030?85%mentionspending2026-05-08
0.643polymarketWill the US strike 8 countries in 2026?13%mentionspending2025-11-12
0.640polymarketWill the US strike 6 countries in 2026?0%mentionspending2025-11-12
0.639manifoldWill Waymo's US commercial fleet exceed 25,000 vehicles by Dec 31, 2030?72%mentionspending2026-05-08
0.631manifoldHow many people will be regularised in Spain in 2026?mentionspending2026-05-12
0.618manifoldWhat will (top 1% 2026 AMC 12A) + 10 * (top 5% 2027 AIME I) be?mentionspending2026-05-28
0.617polymarketWill Lance Stroll be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.616polymarketWill Alexander Albon be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.615polymarketWill Valtteri Bottas be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "33 launches / 9 cities / 15M China",
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "Specific MS equity framing distinct from CMQ_020 ($2.5T AI infra 2028), 240_034 (13-40GW power shortfall), AI_018 ($2.9T DC 2028), SPC_001-005 (space), ROB_008 (humanoid $5T 2050).",
  "to_year": 2030,
  "conv_cues": "institutional research; specific counts",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Tesla begins Cybercab production with exponential ramp targeted Q4 2026",
      "notes": "HIT — Cybercab production begin announced on Q1 2026 call per Electrek/basenor coverage.",
      "source": "https://www.basenor.com/blogs/news/tesla-fsd-robotaxi-roadmap-q4-launch-12-states-europe",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.basenor.com/blogs/news/tesla-fsd-robotaxi-roadmap-q4-launch-12-states-europe",
      "expected_date": "2026-05-16",
      "observed_date": "2026-04-22",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-06-30",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Tesla Q1 2026 earnings call confirms Cybercab production officially begun with exponential output ramp targeted by year-end"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla FSD receives full China regulatory approval",
      "notes": "Musk-stated Feb-Mar 2026 target; actual full approval likely slips.",
      "source": "https://applyingai.com/2025/11/tesla-to-secure-full-self-driving-approval-in-china-by-early-2026-strategic-and-technical-implications/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://applyingai.com/2025/11/tesla-to-secure-full-self-driving-approval-in-china-by-early-2026-strategic-and-technical-implications/",
      "expected_date": "2026-06-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-09-30",
        "from": "2026-02-01"
      },
      "measurement_criterion": "China MIIT or relevant regulator publicly grants Tesla full FSD operation approval (beyond city-level pilots)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2026-11-04",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Robotaxi expands to ≥10 US states by year-end 2026",
      "notes": "Tesla repeatedly slips FSD V15 timing; 'dozen states' is stated target but historically delayed.",
      "source": "https://electrek.co/2026/04/22/tesla-elon-musk-unsupervised-fsd-consumer-cars-q4-delay-again/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://electrek.co/2026/04/22/tesla-elon-musk-unsupervised-fsd-consumer-cars-q4-delay-again/",
      "expected_date": "2026-11-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-01-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Tesla publicly confirms Robotaxi commercial operations in ≥10 US states, with FSD V15 unsupervised on consumer cars by Q4 2026"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Tesla FSD unsupervised wide deployment by Nov 2026",
      "status": "pending",
      "weight": 0.7,
      "ordinal": -6,
      "source_id": "S_ROBOTAXI_TESLA_2026",
      "expected_date": "2026-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Pony.ai global robotaxi fleet ≥3,000 by end-2026",
      "notes": "
... (truncated)