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233_013predictionLabor/Jobshumanoids

Not a good time to be an Uber driver as robotaxis expand.

Predictor: Joe Liemandt · ep#233 "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233" · source

Prior probability
45.0%
Current probability
35.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
7 / 2
Tickers exposed
29

Prediction text

Not a good time to be an Uber driver as robotaxis expand. | we're in Austin Ubers Whimos robo taxis right Not a good time to be an Uber driver, right?

Watch events: Any state/federal retraining-on-displacement law (CA, NY, WA pending); Waymo 1M rides/wk (end-2026); Tesla Robotaxi scaling; NHTSA AV rules

Verbatim quote

From episode "This $40M AI Company Is Using AI Tutors to Teach 2 Hours/Day | #233"
we're in Austin Ubers Whimos robo taxis right Not a good time to be an Uber driver, right?

Predictor: Joe Liemandt

κ + Brier as of 2026-05-22
κ (discount)
0.583
Brier
0.0064
excellent
Hits / Misses
1 / 0
of 1 resolved
Hit rate
100.0%
Calibration plot (stated vs observed)

Evidence about this node from Joe Liemandt 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 45%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.8%

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: 8 fired ✓ · 2 pending
  1. 2025-12-31hitWaymo Austin fleet exceeds 100 vehicles — Uber CEO confirms busier than 99% of human drivers
    How: Uber CEO publicly confirms Austin Waymo fleet ≥100 vehicles and outperforms 99% of human Uber drivers in trips/day
    Source: https://www.thedriverlessdigest.com/p/uber-ceo-waymo-robotaxis-in-austinconf 95%
    Notes: HIT — direct quantitative validation: a Waymo > 99% of human drivers.
  2. 2025-12-31hitAustin Uber driver earnings drop -5.3% — measurable income displacement
    How: Austin rideshare driver weekly/hourly earnings down ≥5% vs prior year while national average holds steady
    Source: https://www.nashvillescene.com/news/citylimits/waymo-autonomous-vehicles-nashville/article_4a4963d9-8f74-46c5-9ce2-292acbfdfbb2.htmlconf 90%
    Notes: HIT — Austin -5.3%, SF -6.9%. Direct evidence of Liemandt's claim materializing.
  3. 2025-12-31hitUber commits $1.25B robotaxi investment — strategic shift away from human drivers
    How: Uber publicly commits ≥$1B to robotaxi partnerships/investments
    Source: https://www.insightnews.com/news/uber-bets-1-25-billion-on-a-robotaxi-future-and-gig-drivers-may-pay-the/conf 95%
  4. 2026-06-01 → 2027-12-31pendingWaymo expands to Philadelphia + 5 additional metros, fleet >5000 robotaxis
    How: Waymo operates in ≥10 US metros with cumulative fleet ≥5000 vehicles
    Source: https://carboncredits.com/waymos-sixth-gen-robotaxis-outperform-uber-drivers-and-expand-into-philadelphia/conf 80%
  5. 2027-01-01 → 2028-12-31pendingFrontline rideshare driver job count contracts ≥30% in robotaxi-enabled metros (cumulative 2026-2028)
    How: BLS or city DOT data shows ≥30% reduction in licensed/active rideshare drivers across SF, LA, Austin, Phoenix, Atlanta
    Source: BLS Occupational Employment Statistics, city TLC databasesconf 55%
    Notes: Cascade — research suggests 57-76% potential displacement; 30% is conservative rolling target.

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: 36%)

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
LBP2026-05-17T02:00:01Z35.8%-1.1pp
Network propagation: 36.9% → 35.8%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-03T02:00:01Z36.9%-1.3pp
Network propagation: 38.2% → 36.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z38.2%-2.4pp
Network propagation: 40.6% → 38.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z40.6%-4.4pp
Network propagation: 45.0% → 40.6%
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
prereqSEM_041
At least 100,000 personal AI robots will be preordered in 20Brett Adcock
42.3%0.4500.050-0.141
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.450+0.052
prereq247_058
Jury selection begins April 27, 2026 for Musk v OpenAI trialPeter Diamandis
71.4%0.4500.050-0.026
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.4500.050-0.017
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.4500.050-0.011

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq229_010
Eventually there will be tens of billions of humanoids on plBrett Adcock
25.8%0.5000.050-0.050
prereq234_033
David Holz predicts 5 million humanoids can build Manhattan David Holz
23.3%0.5000.050-0.024

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_058Jury selection begins April 27, 2026 for Musk v OpenAI trialAI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_041At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).Robotics
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK11Autonomous Regulatory Block (Level 4 Halt)

Dependents (2)

Predictions enabled by this
TypePredTitleDomainLag
prereq229_010Eventually there will be tens of billions of humanoids on planet Earth—one per human plus 5-10B in commercial workforce.Robotics
prereq234_033David Holz predicts 5 million humanoids can build Manhattan in 6 monthsRobotics

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=X94eBT-VZnc",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "AI is going to impact adults very differently we're in Austin Ubers Whimos robo taxis right Not a good time to be an Uber driver, right? But AI is going to gives kids superpowers",
  "to_year": 2030,
  "verbatim": "we're in Austin Ubers Whimos robo taxis right Not a good time to be an Uber driver, right?",
  "conv_cues": "not a good time",
  "direction": "DOWN",
  "from_year": 2026,
  "timeframe": "near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "prereq",
      "label": "At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).",
      "status": "partial",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "SEM_041",
      "expected_date": "2025-11-30",
      "observed_date": "2025-11-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "Waymo Austin fleet exceeds 100 vehicles — Uber CEO confirms busier than 99% of human drivers",
      "notes": "HIT — direct quantitative validation: a Waymo > 99% of human drivers.",
      "source": "https://www.thedriverlessdigest.com/p/uber-ceo-waymo-robotaxis-in-austin",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.thedriverlessdigest.com/p/uber-ceo-waymo-robotaxis-in-austin",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber CEO publicly confirms Austin Waymo fleet ≥100 vehicles and outperforms 99% of human Uber drivers in trips/day"
    },
    {
      "kind": "llm_pre_event",
      "label": "Austin Uber driver earnings drop -5.3% — measurable income displacement",
      "notes": "HIT — Austin -5.3%, SF -6.9%. Direct evidence of Liemandt's claim materializing.",
      "source": "https://www.nashvillescene.com/news/citylimits/waymo-autonomous-vehicles-nashville/article_4a4963d9-8f74-46c5-9ce2-292acbfdfbb2.html",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.nashvillescene.com/news/citylimits/waymo-autonomous-vehicles-nashville/article_4a4963d9-8f74-46c5-9ce2-292acbfdfbb2.html",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Austin rideshare driver weekly/hourly earnings down ≥5% vs prior year while national average holds steady"
    },
    {
      "kind": "llm_pre_event",
      "label": "Uber commits $1.25B robotaxi investment — strategic shift away from human drivers",
      "source": "https://www.insightnews.com/news/uber-bets-1-25-billion-on-a-robotaxi-future-and-gig-drivers-may-pay-the/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.insightnews.com/news/uber-bets-1-25-billion-on-a-robotaxi-future-and-gig-drivers-may-pay-the/article_7b325e69-3414-410e-9a2e-b4063d580ddc.html",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Uber publicly commits ≥$1B to robotaxi partnerships/investments"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "sourc
... (truncated)