Regulators will have to decide what a human driver's license looks like
Predictor: Dara Khosrowshahi · ep#244 "Uber's Robotaxi Playbook, End of Human Driving & $10B Bet on Robots | Dara Khosrowshahi (Uber CEO)" · source
Prediction text
Regulators will have to decide what a human driver's license looks like | And then it's going to be up to regulators to decide what, you know, what a human license looks like. Maybe though maybe the driving test is going to be much more demanding than than it is today.
Verbatim quote
And then it's going to be up to regulators to decide what, you know, what a human license looks like. Maybe though maybe the driving test is going to be much more demanding than than it is today.
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-02-05hitCalifornia DMV updates AV regulations covering testing + deployment for light-duty + heavy-duty (2025-2026 cycle)How: California DMV publishes amended Title 13 AV regulations after 15-day public comment closesSource: deep_research_enrichedconf 95%
- 2026-03-15hitNHTSA publishes proposed FMVSS amendments removing human-driver-specific safety equipment requirementsHow: NHTSA publishes Federal Register notice of proposed rulemaking adapting FMVSS for driverless vehiclesSource: deep_research_enrichedconf 92%
- 2028-01-01 → 2034-12-31pendingFirst US state DMV introduces graduated/restricted human driver license tier acknowledging AV-dominant contextHow: State DMV (CA, AZ, TX, FL) issues new human driver license category — e.g., 'Class M' manual-only, recreational, or geographic-restrictedSource: deep_research_enrichedconf 45%
- 2032-01-01 → 2042-12-31pendingFirst major US state mandates more demanding driving test (e.g., simulator + manual transmission proficiency) for human licenseHow: State DMV or AAMVA publishes new driver-test standard adding meaningful proficiency criteria above current baselinesSource: deep_research_enrichedconf 40%
- 2038-01-01 → 2048-12-31pendingFederal NHTSA defines unified human driver license framework alongside AV-only ridership permits (post-AV majority)How: NHTSA / DOT issues federal guidance redefining human driver licensure in context where AV miles dominateSource: deep_research_enrichedconf 30%
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.550 | 0.050 | -0.074 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.550 | 0.050 | -0.067 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.550 | 0.050 | -0.058 |
| killer | TK06 China-Taiwan Military Conflict | 8.0% | 0.050 | 0.550 | +0.021 |
| killer | TK11 Autonomous Regulatory Block (Level 4 Halt) | 10.0% | 0.050 | 0.550 | +0.011 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.009 |
Ticker exposure
Beneficiaries (24)
Adverse (5)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| killer | TK11 | Autonomous Regulatory Block (Level 4 Halt) | — | — |
| killer | TK06 | China-Taiwan Military Conflict | — | — |
Dependents (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=Mh9yC4j0_rI",
"mode": "SPECULATION",
"role": "Guest-CEO",
"caveats": "Hedged with 'maybe'",
"context": "And then it's going to be up to regulators to decide what, you know, what a human license looks like. Maybe though maybe the driving test is going to be much more demanding than than it is today.",
"to_year": 2051,
"verbatim": "And then it's going to be up to regulators to decide what, you know, what a human license looks like. Maybe though maybe the driving test is going to be much more demanding than than it is today.",
"conv_cues": "maybe",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "Within 25 years",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "California DMV updates AV regulations covering testing + deployment for light-duty + heavy-duty (2025-2026 cycle)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.dmv.ca.gov/portal/news-and-media/new-autonomous-vehicle-regulations-strengthen-oversight-and-enforcement-authorize-trucks-and-transit/",
"expected_date": "2026-02-05",
"observed_date": "2026-02-05",
"research_origin": "deep_research",
"measurement_criterion": "California DMV publishes amended Title 13 AV regulations after 15-day public comment closes"
},
{
"kind": "llm_pre_event",
"label": "NHTSA publishes proposed FMVSS amendments removing human-driver-specific safety equipment requirements",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.92,
"source_url": "https://environmentalhealthsafetybrief.sidley.com/2025/12/22/the-state-of-play-in-california-for-autonomous-vehicles/",
"expected_date": "2026-03-15",
"observed_date": "2026-03-15",
"research_origin": "deep_research",
"measurement_criterion": "NHTSA publishes Federal Register notice of proposed rulemaking adapting FMVSS for driverless vehicles"
},
{
"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": -5,
"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": -4,
"source_id": "SEM_008",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
"status": "hit",
"weight": 0.5,
"ordinal": -3,
"source_id": "SEM_042",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "llm_pre_event",
"label": "First US state DMV introduces graduated/restricted human driver license tier acknowledging AV-dominant context",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -2,
"source_id": null,
"confidence": 0.45,
"source_url": "https://www.dmv.ca.gov/portal/vehicle-industry-services/autonomous-vehicles/california-autonomous-vehicle-regulations/",
"expected_date": "2031-07-02",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2034-12-31",
"from": "2028-01-01"
},
"measurement_criterion": "State DMV (CA, AZ, TX, FL) issues new human driver license category — e.g., 'Class M' manual-only, recreational, or geographic-restrict
... (truncated)