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AUT_008predictionAuto/TransportUber-AV-partnerships-20K-vehicles

Uber has structured partnerships integrating Waymo, May Mobility, Lucid Group + Nuro manufacturing agreement to deploy up to 20,000 purpose-built autonomous vehicles globally — hybrid human+AV transportation networks will persist 20-30 years due to cur...

Predictor: Dara Khosrowshahi

Prior probability
68.0%
Current probability
75.5%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2026-01-01 – 2056-11-30
Edges in / out
4 / 0
Tickers exposed
26

Prediction text

Uber has structured partnerships integrating Waymo, May Mobility, Lucid Group + Nuro manufacturing agreement to deploy up to 20,000 purpose-built autonomous vehicles globally — hybrid human+AV transportation networks will persist 20-30 years due to current geographic-ubiquity and extreme-weather reliability gaps (citing recent blackout failures as evidence). | Lucid+Nuro first purpose-built AV delivery

Key catalyst: Lucid+Nuro first purpose-built AV delivery

Watch events: Uber AV fleet size; Lucid+Nuro production milestones

Resolution evidence

Status: in_progress

Uber-Waymo-May Mobility-Lucid-Nuro partnership stack publicly confirmed 2025-2026. 20K vehicles deployment target ambitious but tractable.

Predictor: Dara Khosrowshahi

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0105
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Dara Khosrowshahi 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: av_deployment_scale_2y

Linked

AV partnership/fleet program reaches stated vehicle/city scale within 2y

Base rate
3/8 historical
Inside weight
Outside weight
no pull
inside 75.5% → blend 75.5% 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

4 prob_history rows
0%25%50%75%100%prior 68%2026-04-302026-05-212026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 75.5%

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: 10 pending
  1. 2026-09-01 → 2027-06-30pendingUber-Lucid-Nuro robotaxi service launches paid rides in first US city
    How: Public launch announcement of paid Uber rides on purpose-built Lucid Gravity AVs with Nuro Driver L4 in any US city; rides bookable via Uber app
    Source: https://www.nuro.ai/nuro-lucid-uber-robotaxiconf 75%
  2. 2027-06-01 → 2029-12-31pendingUber AV partner network reaches >=5,000 vehicles in active service across all partners
    How: Uber annual report or press release states cumulative deployed AV partner fleet (Waymo + Lucid/Nuro + May Mobility + others) exceeds 5,000 vehicles operating on Uber platform
    Source: https://lucidmotors.com/stories/lucid-nuro-uber-partnerconf 70%
  3. 2026-09-01 → 2030-12-31pendingFirst documented AV operational failure during severe weather (snow/storm) in scaled deployment
    How: NHTSA SGO incident database or major news outlet documents Uber-partner AV fleet service degradation/suspension during a major weather event in a deployed service area, validating the geographic-ubiquity gap thesis
    Source: https://fifthlevelconsulting.com/self-driving-cars-replace-human-drivers/conf 70%
  4. 2028-01-01 → 2031-12-31pendingUber publicly reports first quarter where AV trip share >=10% of US gross bookings
    How: Uber 10-Q or earnings call discloses AV-fulfilled trip share reaches 10% of US gross bookings in any quarter
    Source: https://eletric-vehicles.com/uber/ubers-robotaxi-bets-top-10-billion-as-hertz-joins-as-fleet-operator/conf 55%
  5. 2031-10-06pendingQ1 window check-in (25%)
  6. 2037-07-11pendingQ2 window check-in (50%)
  7. 2032-01-01 → 2046-12-31pendingCascade: Uber retains >=30% human-driver share of trips while AV share grows past 50% (hybrid network confirmed)
    How: Uber annual report shows AV trip share >=50% AND human-driver trip share >=30% concurrently in same fiscal year, confirming hybrid network persists
    Source: https://www.wardsauto.com/news/uber-nuro-lucid-unveil-robotaxi-ces-2026-autonmous-driving-level4/808852/conf 55%
  8. 2043-04-15pendingQ3 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: 76%)

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
LBP2026-05-24T02:00:02Z75.5%-8.7pp
Network propagation: 84.2% → 75.5%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
intake_event_update2026-05-21T23:15:16Z84.2%+20.4pp
intake:7afeeb9a-f217-4dd2-b910-24ff14bdfc39 bayesian_v2 inside=0.842 blend=0.842 LLR=1.106 κ=0.69 no_blend
Raw metadata
{
  "trf": 0.9875149291153311,
  "kappa": 0.6875,
  "base_rate": null,
  "predictor": "Dara Khosrowshahi",
  "total_llr": 1.6094379124341,
  "bayesian_v2": true,
  "prior_logit": 0.5701739326829037,
  "bayes_factor": "3.0:1 favoring",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.6388033082389746,
  "kappa_source": "predictor_table",
  "blend_applied": false,
  "contributions": [
    {
      "llr": 1.6094379124341,
      "kappa": 0.6875,
      "label": "Multi-partner AV strategy explicitly expanded. Capital scaled to $10B+.",
      "adjusted_llr": 1.106488564798444
    }
  ],
  "evidence_kind": "intake_event_update",
  "inside_source": "history_v2",
  "inside_weight": 1,
  "outside_weight": 0,
  "posterior_prob": 0.842462084825927,
  "evidence_origin": "daily_intake",
  "llm_suggestions": [
    {
      "polarity": "corroborates",
      "status_change": "accelerated",
      "evidence_strength": "strong",
      "delta_prob_suggestion": 0.05
    }
  ],
  "posterior_logit": 1.676662497481348,
  "predictor_brier": 0.01047,
  "evidence_doc_ids": [],
  "inside_posterior": 0.842462084825927,
  "blended_posterior": 0.842462084825927,
  "reference_class_id": null,
  "total_adjusted_llr": 1.106488564798444,
  "predictor_n_resolved": 3
}
LBP2026-04-30T16:39:51Z63.9%-1.4pp
Network propagation: 65.3% → 63.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z65.3%-2.7pp
Network propagation: 68.0% → 65.3%
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
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.680-0.138
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.680-0.126

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

26 ticker(s) linked

Beneficiaries (20)

WRDAURINVZAIOTLIDRAEVAMBLYPONYMBGAFBIDUBMWYYDIDIYGMGOOGLHMCIOTTMTSLAUBERVWAGY

Adverse (4)

ALLPGRUBERTRV

Prerequisites (4)

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
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_importUber-Waymo-May Mobility-Lucid-Nuro partnership stack publicly confirmed 2025-2026. 20K vehicles deployment target ambitious but tractable.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.671arxivNetwork Optimization Aspects of Autonomous Vehicles: Challenges and Future Directionsmentionspending2026-05-28
0.644manifoldWill Waymo's US commercial fleet exceed 25,000 vehicles by Dec 31, 2030?72%mentionspending2026-05-08
0.618arxivReal-world Latency Analysis of Vehicular Visible Light Communication with Multiple LED Transmitters and an Event-Based Cameramentionspending2026-05-07
0.618arxivScalable Solution of the Stochastic Multi-path Traveling Salesman Problem via Neural Networksmentionspending2026-05-14
0.596arxivCityTrajBench: A Unified Benchmark for City-Scale Vehicle Trajectory Generationmentionspending2026-06-01
0.578edgar_8kLucid Group, Inc. (LCID) (CIK 0001811210)mentionspending2026-06-05
0.578edgar_8kLucid Group, Inc. (LCID) (CIK 0001811210)mentionspending2026-05-05
0.578edgar_8kLucid Group, Inc. (LCID) (CIK 0001811210)mentionspending2026-06-01
0.578edgar_8kLucid Group, Inc. (LCID) (CIK 0001811210)mentionspending2026-04-29
0.562edgar_8kLyft, Inc. (LYFT) (CIK 0001759509)mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "20,000 AVs; 20-30yr hybrid",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Sharper than 243_002 (Uber 15 cities 2026), 243_003 (largest AV by 2029), INF_064 (15-20yr AV majority). Specific 20K vehicles + partner stack + 20-30yr hybrid framing.",
  "to_year": 2056,
  "conv_cues": "CEO FIRST_PERSON; specific partner/vehicle-count; realistic hybrid timeframe",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "2026-2056",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Tesla FSD unsupervised wide deployment by Nov 2026",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -10,
      "source_id": "S_ROBOTAXI_TESLA_2026",
      "expected_date": "2026-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber-Lucid-Nuro robotaxi service launches paid rides in first US city",
      "source": "https://www.nuro.ai/nuro-lucid-uber-robotaxi",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.75,
      "expected_date": "2027-01-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Public launch announcement of paid Uber rides on purpose-built Lucid Gravity AVs with Nuro Driver L4 in any US city; rides bookable via Uber app"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber AV partner network reaches >=5,000 vehicles in active service across all partners",
      "source": "https://lucidmotors.com/stories/lucid-nuro-uber-partner",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2028-09-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Uber annual report or press release states cumulative deployed AV partner fleet (Waymo + Lucid/Nuro + May Mobility + others) exceeds 5,000 vehicles operating on Uber platform"
    },
    {
      "kind": "llm_pre_event",
      "label": "First documented AV operational failure during severe weather (snow/storm) in scaled deployment",
      "source": "https://fifthlevelconsulting.com/self-driving-cars-replace-human-drivers/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2028-10-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2030-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "NHTSA SGO incident database or major news outlet documents Uber-partner AV fleet service degradation/suspension during a major weather event in a deployed service area, validating the geographic-ubiquity gap thesis"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Robotaxi nationwide expansion by Nov 2028",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": "S_ROBOTAXI_NATIONWIDE_2028",
      "expected_date": "2028-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber publicly reports first quarter where AV trip share >=10% of US gross bookings",
      "source": "https://eletric-vehicles.com/uber/ubers-robotaxi-bets-top-10-billion-as-hertz-joins-as-fleet-operator/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2029-12-31",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2031-12-31",
        "from": "2028-01-01"
      },
      "measurement_criterion": "Uber 10-Q or earnings call discloses AV-fulfilled trip share reaches 10% of US gross bookings in an
... (truncated)