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
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
Uber-Waymo-May Mobility-Lucid-Nuro partnership stack publicly confirmed 2025-2026. 20K vehicles deployment target ambitious but tractable.
Predictor: Dara Khosrowshahi
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
AV partnership/fleet program reaches stated vehicle/city scale within 2y
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
- 2026-09-01 → 2027-06-30pendingUber-Lucid-Nuro robotaxi service launches paid rides in first US cityHow: 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 appSource: https://www.nuro.ai/nuro-lucid-uber-robotaxiconf 75%
- 2027-06-01 → 2029-12-31pendingUber AV partner network reaches >=5,000 vehicles in active service across all partnersHow: 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 platformSource: https://lucidmotors.com/stories/lucid-nuro-uber-partnerconf 70%
- 2026-09-01 → 2030-12-31pendingFirst documented AV operational failure during severe weather (snow/storm) in scaled deploymentHow: 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 thesisSource: https://fifthlevelconsulting.com/self-driving-cars-replace-human-drivers/conf 70%
- 2028-01-01 → 2031-12-31pendingUber publicly reports first quarter where AV trip share >=10% of US gross bookingsHow: Uber 10-Q or earnings call discloses AV-fulfilled trip share reaches 10% of US gross bookings in any quarterSource: https://eletric-vehicles.com/uber/ubers-robotaxi-bets-top-10-billion-as-hertz-joins-as-fleet-operator/conf 55%
- 2031-10-06pendingQ1 window check-in (25%)
- 2037-07-11pendingQ2 window check-in (50%)
- 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 persistsSource: https://www.wardsauto.com/news/uber-nuro-lucid-unveil-robotaxi-ces-2026-autonmous-driving-level4/808852/conf 55%
- 2043-04-15pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
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": 0.9875149291153311,
"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
}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 (20)
Adverse (4)
Prerequisites (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_ROBOTAXI_NATIONWIDE_2028 | Robotaxi nationwide expansion by Nov 2028 | robotaxi_deployment | — |
| correlate | S_ROBOTAXI_TESLA_2026 | Tesla FSD unsupervised wide deployment by Nov 2026 | robotaxi_deployment | — |
| killer | TK11 | Autonomous Regulatory Block (Level 4 Halt) | — | — |
| killer | TK06 | China-Taiwan Military Conflict | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | Uber-Waymo-May Mobility-Lucid-Nuro partnership stack publicly confirmed 2025-2026. 20K vehicles deployment target ambitious but tractable. |
Linked documents (10)
Raw metadata
{
"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)