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243_001predictionAuto/Transportautonomous

Autonomous vehicle market will develop in a hybrid way, not binary all-or-nothing

Predictor: Dara Khosrowshahi · ep#243 "Uber vs. Tesla, Robotaxi Timelines, and the End of Human Driving | Uber CEO Dara Khosrowshahi | #243" · source

Prior probability
60.0%
Current probability
44.4%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
3 / 0
Tickers exposed
31

Prediction text

Autonomous vehicle market will develop in a hybrid way, not binary all-or-nothing | there isn't going to be this kind of binary outcome, which is either all or all autonomous or no autonomous. That really the world as autonomous technology develops, we are going to it's going to develop in a hybrid way.

Watch events: Waymo 1M rides/wk (end-2026); Tesla Robotaxi scaling; NHTSA AV rules

Verbatim quote

From episode "Uber vs. Tesla, Robotaxi Timelines, and the End of Human Driving | Uber CEO Dara Khosrowshahi | #243"
there isn't going to be this kind of binary outcome, which is either all or all autonomous or no autonomous. That really the world as autonomous technology develops, we are going to it's going to develop in a hybrid way.

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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.4%

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: 3 fired ✓ · 6 pending
  1. 2025-03-31hitUber + Waymo expand hybrid model to Austin and Atlanta
    How: Uber and Waymo jointly launch autonomous ride-hailing in Austin and Atlanta on Uber app, with mixed AV + human-driver matching
    Source: Uber investor relations: Uber and Waymo expand partnership Austin Atlanta 2025conf 99%
    Notes: HIT — directly validates 'hybrid not binary' thesis. Riders matched with either Waymo AV or human-driven Uber based on availability.
  2. 2025-06-30hitTesla launches commercial Robotaxi in Austin alongside human-driven services
    How: Tesla operates fully driverless Robotaxi commercial service in Austin while human-driven rideshare and traditional transport persist in same market
    Source: Wikipedia / Built In: Tesla Robotaxi launched Austin June 2025; transitioned to fully unsupervised public rides Jan 2026, expanding to 7 cities H1 2026conf 99%
  3. 2026-04-30hitUber + Waymo strategic split with parallel competing services
    How: Uber begins direct AV competition vs Waymo in shared markets (Dallas, London, SF) via Lucid-Nuro fleet, while Waymo expands native app — proving hybrid market structure persists
    Source: Road to Autonomy / EV: Uber-Waymo strategic split; Uber $300M Lucid + $300M Nuro; 20K+ vehicles on order; Waymo native app + Lyft-Moove-Avis partnerships in Nashville/Miami/Dallasconf 95%
  4. 2027-02-18pendingQ1 window check-in (25%)
  5. 2026-06-01 → 2027-12-31pendingMixed-fleet rideshare app standard becomes industry default
    How: All top-3 US rideshare apps (Uber, Lyft, Waymo) offer mixed AV + human matching by default in ≥3 metros, with explicit user choice or automatic routing
    Source: App store changelogs, Uber/Lyft/Waymo investor day disclosuresconf 85%
    Notes: Already realized in Austin, Atlanta, Phoenix; thesis hardens once Lyft + Waymo Nashville (2026) and Uber-Lucid SF launch.
  6. 2027-12-09pendingQ2 window check-in (50%)
  7. 2027-06-01 → 2029-06-30pendingAV market share remains <30% of rideshare miles in any major metro
    How: In any single US metro, AV-driven rideshare share remains below 30% of total rideshare miles for at least 6 consecutive months — confirming hybrid coexistence with human drivers
    Source: California PUC, Texas DPS, NYC TLC trip data; rideshare app disclosuresconf 70%
    Notes: Direct confirmation of 'not all-or-nothing' — even leading AV cities should show meaningful hybrid mix through 2028.
  8. 2027-01-01 → 2029-12-31pendingFirst non-rideshare hybrid AV deployment crosses 1M paid trips
    How: A non-rideshare AV use case (delivery, trucking middle-mile, airport shuttle) crosses 1M cumulative paid trips while operating alongside human-driven equivalent
    Source: Nuro, Aurora, Kodiak, Gatik investor day reportsconf 55%
    Notes: Cascade — extends hybrid thesis beyond passenger ride-hailing.
  9. 2028-09-28pendingQ3 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: 44%)

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
LBP2026-05-17T02:00:01Z44.4%-1.7pp
Network propagation: 46.2% → 44.4%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z46.2%-3.4pp
Network propagation: 49.6% → 46.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.6%-6.8pp
Network propagation: 56.4% → 49.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z56.4%-1.2pp
Network propagation: 57.6% → 56.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z57.6%-2.4pp
Network propagation: 60.0% → 57.6%
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
prereqS_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
30.0%0.6000.050-0.229
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.600+0.112
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.600+0.101

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (24)

INVZWRDLIDRAEVAMBLYPONYOUSTVRRMAMBAAURAIOTHSAIMBGAFBIDUBMWYYGMGOOGLHMCIOTQCOMTMTSLAUBERVWAGY

Adverse (5)

MCYALLCINFPGRTRV

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_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

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
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0.607polymarketWill Valtteri Bottas be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.605polymarketWill Gabriel Bortoleto be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.604polymarketWill Max Verstappen be the 2026 F1 Drivers' Champion?6%mentionspending2025-12-08
0.602polymarketWill Alexander Albon be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.598polymarketWill Audi be the 2026 F1 Constructors' Champion?1%mentionspending2025-12-08
0.597polymarketWill Kimi Antonelli be the 2026 F1 Drivers' Champion?39%mentionspending2025-12-08
0.596polymarketWill Liam Lawson be the 2026 F1 Drivers' Champion?0%mentionspending2025-12-08
0.595polymarketWill Atlético Madrid reach the UEFA Champions League final?0%mentionspending2026-03-05

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=fzKVYNBg50E",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "context": "there isn't going to be this kind of binary outcome, which is either all or all autonomous or no autonomous... it's going to develop in a hybrid way. And you are going to have fleets in cities that consist of some autonomous vehicles and then many human driven vehicles as well.",
  "verbatim": "there isn't going to be this kind of binary outcome, which is either all or all autonomous or no autonomous. That really the world as autonomous technology develops, we are going to it's going to develop in a hybrid way.",
  "conv_cues": "isn't going to be; going to develop",
  "direction": "MIXED",
  "timeframe": "Transition period over coming years",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Uber + Waymo expand hybrid model to Austin and Atlanta",
      "notes": "HIT — directly validates 'hybrid not binary' thesis. Riders matched with either Waymo AV or human-driven Uber based on availability.",
      "source": "Uber investor relations: Uber and Waymo expand partnership Austin Atlanta 2025",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://investor.uber.com/news-events/news/press-release-details/2024/Uber-and-Waymo-Expand-Partnership-to-Bring-Autonomous-Ride-Hailing-to-Austin-and-Atlanta/default.aspx",
      "expected_date": "2025-03-31",
      "observed_date": "2025-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber and Waymo jointly launch autonomous ride-hailing in Austin and Atlanta on Uber app, with mixed AV + human-driver matching"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla launches commercial Robotaxi in Austin alongside human-driven services",
      "source": "Wikipedia / Built In: Tesla Robotaxi launched Austin June 2025; transitioned to fully unsupervised public rides Jan 2026, expanding to 7 cities H1 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://en.wikipedia.org/wiki/Tesla_Robotaxi",
      "expected_date": "2025-06-30",
      "observed_date": "2025-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla operates fully driverless Robotaxi commercial service in Austin while human-driven rideshare and traditional transport persist in same market"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber + Waymo strategic split with parallel competing services",
      "source": "Road to Autonomy / EV: Uber-Waymo strategic split; Uber $300M Lucid + $300M Nuro; 20K+ vehicles on order; Waymo native app + Lyft-Moove-Avis partnerships in Nashville/Miami/Dallas",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.roadtoautonomy.com/uber-waymo-strategic-split/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber begins direct AV competition vs Waymo in shared markets (Dallas, London, SF) via Lucid-Nuro fleet, while Waymo expands native app — proving hybrid market structure persists"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-02-18",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Mixed-fleet rideshare app standard becomes industry default",
      "notes": "Already realized in Austin, Atlanta, Phoenix; thesis hardens once Lyft + Waymo Nashville (2026) and Uber-Lucid SF launch.",
      "source": "App store changelogs, Uber/Lyft/Waymo investor day disclosu
... (truncated)