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242_021predictionAuto/TransportAI-scaling

Autonomous ride costs will drop 10x vs today

Predictor: Dave Blundin · ep#242 "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242" · source

Prior probability
60.0%
Current probability
48.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
6 / 0
Tickers exposed
37

Prediction text

Autonomous ride costs will drop 10x vs today | the cost of that ride should go down, you know, at least 10x cuz the car's coming down 10x and the and the driver is more than the car anyway

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

Verbatim quote

From episode "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242"
the cost of that ride should go down, you know, at least 10x cuz the car's coming down 10x and the and the driver is more than the car anyway

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 48.1%

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 ✓ · 5 pending
  1. 2026-01-27hitWaymo charges $19.69/ride avg, $2-3/mile (Q1 2026 baseline)
    How: Public reporting confirms current Waymo rides at $19.69 avg, ~$2-3/mile baseline (vs Uber $17.47, Lyft $15.47)
    Source: https://techcrunch.com/2026/01/27/the-price-gap-between-waymo-and-uber-is-narrowing/conf 97%
    Notes: Baseline established. 10x reduction = ~$0.20-0.30/mile by 2030 horizon.
  2. 2027-02-20pendingQ1 window check-in (25%)
  3. 2027-12-14pendingQ2 window check-in (50%)
  4. 2027-01-01 → 2028-12-31pendingWaymo / robotaxi operator advertises sub-$1/mile pricing tier
    How: At least one major robotaxi operator (Waymo, Tesla, Zoox) advertises retail pricing below $1.00/mile in at least one major US metro for 30 or more days
    Source: Goldman Sachs forecast: AV cost-per-mile sub-$1 by 2030s; tracked via app pricing auditsconf 55%
  5. 2027-01-01 → 2029-12-31pendingSensor / hardware costs fall 80% or more from 2025 baseline
    How: LiDAR plus sensor stack BOM cost per AV declines 80% or more vs 2025 baseline per Yole / IDTechEx tracking
    Source: Yole Developpement AV sensor reports, IDTechEx LiDAR annualconf 65%
    Notes: Sensor cost is the single largest unit-economics input per ARK. 80% drop is needed for 10x trip-cost reduction.
  6. 2028-10-05pendingQ3 window check-in (75%)
  7. 2028-06-01 → 2030-11-30pendingRetail robotaxi rides priced 40%+ cheaper than Uber/Lyft baseline
    How: Median retail robotaxi fare in 5+ US metros is 40% or more below median Uber/Lyft fare for equivalent route
    Source: Bloomberg/TechCrunch ride-cost benchmarkingconf 50%
  8. 2029-06-01 → 2030-11-30pendingRobotaxi cost-per-mile falls to $0.30-$0.50 range (10x reduction vs 2026)
    How: Effective cost-per-mile (operator unit economics, not retail price) reaches $0.30-$0.50 range in major US robotaxi market
    Source: ARK Invest 'Autonomous Ridehailing Could Be More Profitable' analysis; operator earnings callsconf 45%
    Notes: 10x reduction is aggressive — Goldman/ARK base cases project 5-7x by 2030. 10x by 2030 is upper-band scenario.

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: 48%)

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
LBP2026-05-10T02:00:02Z48.1%-2.0pp
Network propagation: 50.1% → 48.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.1%-3.9pp
Network propagation: 54.0% → 50.1%
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%0.6000.050-0.266
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.600+0.075
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.064
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.053
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.046

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_ROBOTAXI_MASS_2030Robotaxi >10% urban miles by Nov 2030robotaxi_deployment
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (4)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.669manifoldNext day with a US average gas price decrease?mentionspending2026-05-03
0.582manifoldWill US Average Gas Price fall below $4.10 in May 2026?6%mentionspending2026-05-10
0.573manifoldWill US Average Gas Prices rise or fall 10 cents in one day in May 2026?57%mentionspending2026-04-30
0.566manifoldPrice of gas on Election Day?mentionspending2026-04-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "10x reduction",
  "url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
  "mode": "FORECAST",
  "role": "Host",
  "context": "the cost of that ride should go down, you know, at least 10x",
  "verbatim": "the cost of that ride should go down, you know, at least 10x cuz the car's coming down 10x and the and the driver is more than the car anyway",
  "conv_cues": "at least 10x",
  "direction": "DOWN",
  "timeframe": "unspecified future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Waymo charges $19.69/ride avg, $2-3/mile (Q1 2026 baseline)",
      "notes": "Baseline established. 10x reduction = ~$0.20-0.30/mile by 2030 horizon.",
      "source": "https://techcrunch.com/2026/01/27/the-price-gap-between-waymo-and-uber-is-narrowing/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.97,
      "source_url": "https://techcrunch.com/2026/01/27/the-price-gap-between-waymo-and-uber-is-narrowing/",
      "expected_date": "2026-01-27",
      "observed_date": "2026-01-27",
      "research_origin": "deep_research",
      "measurement_criterion": "Public reporting confirms current Waymo rides at $19.69 avg, ~$2-3/mile baseline (vs Uber $17.47, Lyft $15.47)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-02-20",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-12-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Waymo / robotaxi operator advertises sub-$1/mile pricing tier",
      "source": "Goldman Sachs forecast: AV cost-per-mile sub-$1 by 2030s; tracked via app pricing audits",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.aeanet.org/how-much-does-waymo-cost-per-mile/",
      "expected_date": "2028-01-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "At least one major robotaxi operator (Waymo, Tesla, Zoox) advertises retail pricing below $1.00/mile in at least one major US metro for 30 or more days"
    },
    {
      "kind": "llm_pre_event",
      "label": "Sensor / hardware costs fall 80% or more from 2025 baseline",
      "notes": "Sensor cost is the single largest unit-economics input per ARK. 80% drop is needed for 10x trip-cost reduction.",
      "source": "Yole Developpement AV sensor reports, IDTechEx LiDAR annual",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2028-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "LiDAR plus sensor stack BOM cost per AV declines 80% or more vs 2025 baseline per Yole / IDTechEx tracking"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2028-10-05",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "Autonomous ride costs will drop 10x vs today",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "242_021",
      "expected_date": "2029-07-29",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Retail robotaxi rides priced 40%+ cheaper than Uber/Lyft basel
... (truncated)