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244_001predictionAuto/TransportAI-timing

Technology will always be a part of the human driving experience

Predictor: Dara Khosrowshahi · ep#244 "Uber's Robotaxi Playbook, End of Human Driving & $10B Bet on Robots | Dara Khosrowshahi (Uber CEO)" · source

Prior probability
60.0%
Current probability
44.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
4 / 0
Tickers exposed
33

Prediction text

Technology will always be a part of the human driving experience | So technology is always going to be a part of the human experience.

Verbatim quote

From episode "Uber's Robotaxi Playbook, End of Human Driving & $10B Bet on Robots | Dara Khosrowshahi (Uber CEO)"
So technology is always going to be a part of the human experience.

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 = 44.7%

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: 3 fired ✓ · 5 pending
  1. 2026-01-15hitLemonade prices Tesla FSD insurance 50% cheaper for FSD-engaged miles
    How: Insurance carrier offers verifiable 50%+ premium reduction for autonomous/assisted driving
    Source: https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offerconf 90%
    Notes: HIT — Lemonade Autonomous Car Insurance launched Jan 2026 with 50% rate cut for FSD-engaged miles. Confirms tech as integrated driving experience.
  2. 2026-02-23hitUber announces $10B+ commitment to autonomous vehicle fleet
    How: Uber publicly commits >=$10B to autonomous-vehicle fleet partnerships and Uber Autonomous Solutions
    Source: https://eletric-vehicles.com/uber/ubers-robotaxi-bets-top-10-billion-as-hertz-joins-as-fleet-operator/conf 95%
    Notes: HIT — Uber Autonomous Solutions launched Feb 2026, total robotaxi commitments crossed $10B with Hertz fleet partnership. Tech-enabled mobility = direct affirmation of prediction.
  3. 2026-03-15hitUber Rivian R2 robotaxi partnership announcement
    How: Uber publicly commits up to $1.25B to Rivian for autonomous R2 robotaxis exclusively on Uber platform
    Source: https://www.morningstar.com/news/business-wire/20260223163215/uber-unveils-uber-autonomous-solutions-to-accelerate-autonomous-mobility-delivery-worldwideconf 90%
    Notes: HIT — $1.25B Rivian R2 commitment by 2031. Reinforces tech-as-driving-experience thesis.
  4. 2026-06-30pendingTesla Robotaxi service operational in 7+ US cities
    How: Tesla Robotaxi service publicly available in 7+ US cities including Dallas, Houston, Phoenix, Miami, Orlando, Tampa, Las Vegas
    Source: https://lawfirmdavidoff.com/blog/waymo-accident-2026-statistics-and-what-it-means-for-injury-claims/conf 65%
  5. 2027-02-03pendingQ1 window check-in (25%)
  6. 2027-11-09pendingQ2 window check-in (50%)
  7. 2027-06-01 → 2029-06-30pendingMajority of new vehicles sold in US with Level 2+ ADAS as standard
    How: IIHS or Cox Automotive reports >=50% of new US vehicle sales include Level 2 or higher ADAS as standard equipment
    Source: IIHS Consumer Information, Cox Automotive Manheim Indexconf 65%
  8. 2028-08-14pendingQ3 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: 45%)

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
LBP2026-05-17T02:00:01Z44.7%-1.3pp
Network propagation: 46.0% → 44.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z46.0%-2.7pp
Network propagation: 48.7% → 46.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z48.7%-5.3pp
Network propagation: 54.0% → 48.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z54.0%-2.1pp
Network propagation: 56.0% → 54.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z56.0%-4.0pp
Network propagation: 60.0% → 56.0%
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%0.6000.050-0.232
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.098
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.071
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.600+0.043

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Mh9yC4j0_rI",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "context": "So much of driving now is the technology in the car, around the car. So technology is always going to be a part of the human experience.",
  "verbatim": "So technology is always going to be a part of the human experience.",
  "conv_cues": "always going to be",
  "direction": "HAPPEN",
  "timeframe": "Ongoing/indefinite future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Lemonade prices Tesla FSD insurance 50% cheaper for FSD-engaged miles",
      "notes": "HIT — Lemonade Autonomous Car Insurance launched Jan 2026 with 50% rate cut for FSD-engaged miles. Confirms tech as integrated driving experience.",
      "source": "https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offer",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.tesery.com/blogs/news/tesla-full-self-driving-users-receive-major-insurance-price-cut-in-groundbreaking-lemonade-offer",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Insurance carrier offers verifiable 50%+ premium reduction for autonomous/assisted driving"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber announces $10B+ commitment to autonomous vehicle fleet",
      "notes": "HIT — Uber Autonomous Solutions launched Feb 2026, total robotaxi commitments crossed $10B with Hertz fleet partnership. Tech-enabled mobility = direct affirmation of prediction.",
      "source": "https://eletric-vehicles.com/uber/ubers-robotaxi-bets-top-10-billion-as-hertz-joins-as-fleet-operator/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://investor.uber.com/news-events/news/press-release-details/2026/Uber-Unveils-Uber-Autonomous-Solutions-to-Accelerate-Autonomous-Mobility--Delivery-Worldwide/default.aspx",
      "expected_date": "2026-02-28",
      "observed_date": "2026-02-23",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber publicly commits >=$10B to autonomous-vehicle fleet partnerships and Uber Autonomous Solutions"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber Rivian R2 robotaxi partnership announcement",
      "notes": "HIT — $1.25B Rivian R2 commitment by 2031. Reinforces tech-as-driving-experience thesis.",
      "source": "https://www.morningstar.com/news/business-wire/20260223163215/uber-unveils-uber-autonomous-solutions-to-accelerate-autonomous-mobility-delivery-worldwide",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.smartcitiesdive.com/news/uber-ceo-Khosrowshahi-av-robotaxi-plans/811321/",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber publicly commits up to $1.25B to Rivian for autonomous R2 robotaxis exclusively on Uber platform"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Robotaxi service operational in 7+ US cities",
      "source": "https://lawfirmdavidoff.com/blog/waymo-accident-2026-statistics-and-what-it-means-for-injury-claims/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2026-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla Robotaxi service publicly available in 7+ US cities including Dallas, Houston, Phoenix, Miami, Orlando, Tampa, Las Vegas"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (
... (truncated)