EV charging will totally bifurcate: consumer charging becomes localized and invisible (residential solar-to-battery systems), while commercial fleet charging evolves into high-throughput automated industrial depots drawing massive simultaneous power lo...
Predictor: Dara Khosrowshahi
Prediction text
EV charging will totally bifurcate: consumer charging becomes localized and invisible (residential solar-to-battery systems), while commercial fleet charging evolves into high-throughput automated industrial depots drawing massive simultaneous power loads from municipal grids during off-peak night hours. | First Uber-operated AV depot grid-PPA
Key catalyst: First Uber-operated AV depot grid-PPA
Watch events: ERCOT/CAISO off-peak rate approvals; Tesla industrial Supercharger expansion
Resolution evidence
Tesla Supercharger V4 industrial-depot specs; Waymo/Cruise/Zoox AV depots in phoenix, SF, LA. FERC off-peak rate design reforms ongoing in CAISO/ERCOT.
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: energy_grid_rebuild_5y
Major grid expansion (>50GW) within 5y of announce
Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.
Probability over time
Milestone chain
- 2026-02-18overdueUber commits $100M to AV charging hubs (Bay Area, LA, Dallas first; 10-15 cities by end-2026)How: Uber publicly commits >$100M to build DC fast-charging hubs at AV depots, with first deployments in Bay Area, LA, and Dallas; goal of 10-15 cities for AV operations by end of 2026; Uber Autonomous Solutions division formalized.Source: Bloomberg — Uber to Spend $100 Million on Autonomous-Vehicle Charging Station Buildoutconf 97%Notes: HIT — direct match to deadline description's 'First Uber-operated AV depot grid-PPA' precursor. Hub-based model = commercial bifurcation Khosrowshahi predicts.
- 2025-09-01 → 2026-12-31overdueWaymo + Uber + Lucid + Volkswagen + Nuro AV partnership ecosystem reaches 20+ partnersHow: Uber Autonomous Solutions reports >20 global AV partners (Waymo, Lucid, Nuro, VW, Wayve, etc.) with at least 5 cities offering commercial AV rides via Uber.Source: InsideEVs — Uber Wants To Win The Autonomous Vehicle Race. So It's Betting On All Of The Horsesconf 85%Notes: AV-fleet scale + multi-OEM diversity is the precondition for high-throughput depot charging being economically rational.
- 2026-06-01 → 2028-06-30pendingFirst Uber-managed AV depot signs grid-scale PPA with utility for off-peak nighttime chargingHow: Uber, EVgo, or partner utility publicly announces a Power Purchase Agreement at >5MW per site for an AV-fleet depot, with explicit off-peak nighttime tariff structure tied to fleet charging windows.Source: Anticipated — Uber press releases, EVgo investor days, utility regulatory filingsconf 55%Notes: Direct match to deadline description. Grid-PPA for fleet charging is the formal infrastructure milestone for the commercial-charging bifurcation.
- 2028-03-14pendingQ1 window check-in (25%)
- 2027-01-01 → 2030-12-31pendingResidential solar+battery installations cross 25% of new single-family home builds in CA, TX, AZHow: SEIA, NAHB, or CPUC data shows that >25% of new single-family home builds in CA, TX, OR AZ include integrated solar + battery systems sized for EV charging — supporting consumer-side bifurcation.Source: Anticipated — SEIA data, NAHB reports, CPUC Energy Storage trackerconf 50%Notes: Consumer-side half of the bifurcation. Without residential solar+battery scale, 'invisible localized charging' framing is unsupported.
- 2027-06-01 → 2030-12-31pendingMajor utility files for grid-upgrade tariff specifically targeting commercial AV depot loadsHow: A US investor-owned utility (PG&E, ConEd, ERCOT-region utility) files a formal rate case or new tariff with state PUC explicitly designed for commercial AV-fleet depot charging loads (>1MW per depot).Source: Anticipated — CPUC, NYPSC, ERCOT regulatory filingsconf 40%Notes: Cascade — utility regulatory acknowledgement of fleet-depot demand class formalizes the bifurcation thesis.
- 2029-05-26pendingQ2 window check-in (50%)
- 2030-08-07pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
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
Raw metadata
{
"trf": 1,
"kappa": 0.6875,
"base_rate": 0.5,
"predictor": "Dara Khosrowshahi",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.4833772584067477,
"bayes_factor": "1.3:1 against",
"blend_reason": "blend 30% inside / 70% outside (TRF=1.000, base_rate=0.500 from energy_grid_rebuild_5y)",
"inside_prior": 0.6185450473969657,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": true,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.584375,
"label": "Waymo + Uber + Lucid + Volkswagen + Nuro AV partnership ecosystem reaches 20+ partners",
"weight": 0.4,
"strength": "weak",
"confidence": 0.85,
"source_url": "https://insideevs.com/news/787935/how-uber-plans-to-win-the-autonomous-vehicle-race/",
"adjusted_llr": -0.23694367255070856,
"expected_date": "2026-05-02",
"measurement_criterion": "Uber Autonomous Solutions reports >20 global AV partners (Waymo, Lucid, Nuro, VW, Wayve, etc.) with at least 5 cities offering commercial AV rides via Uber."
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.5184741052800889,
"posterior_logit": 0.24643358585603917,
"predictor_brier": 0.01047,
"inside_posterior": 0.56129849104627,
"blended_posterior": 0.5184741052800889,
"reference_class_id": "energy_grid_rebuild_5y",
"total_adjusted_llr": -0.23694367255070856,
"predictor_n_resolved": 3
}Raw metadata
{
"trf": 1,
"kappa": 0.6875,
"base_rate": 0.5,
"predictor": "Dara Khosrowshahi",
"total_llr": -0.4054651081081644,
"grace_days": 7,
"bayesian_v2": true,
"prior_logit": 0.7537718023763803,
"bayes_factor": "1.3:1 against",
"blend_reason": "blend 30% inside / 70% outside (TRF=1.000, base_rate=0.500 from energy_grid_rebuild_5y)",
"inside_prior": 0.68,
"kappa_source": "predictor_table",
"n_milestones": 1,
"blend_applied": true,
"contributions": [
{
"llr": -0.4054651081081644,
"kind": "llm_pre_event",
"kappa": 0.666875,
"label": "Uber commits $100M to AV charging hubs (Bay Area, LA, Dallas first; 10-15 cities by end-2026)",
"weight": 0.4,
"strength": "weak",
"confidence": 0.97,
"source_url": "https://www.bloomberg.com/news/articles/2026-02-18/uber-to-spend-100-million-on-autonomous-vehicle-charging-station-buildout",
"adjusted_llr": -0.27039454396963214,
"expected_date": "2026-02-18",
"measurement_criterion": "Uber publicly commits >$100M to build DC fast-charging hubs at AV depots, with first deployments in Bay Area, LA, and Dallas; goal of 10-15 cities for AV operations by end of 2026; Uber Autonomous Solutions division formalized."
}
],
"evidence_kind": "metadata_milestone_miss_sweep",
"inside_source": "history_v2",
"inside_weight": 0.3,
"outside_weight": 0.7,
"posterior_prob": 0.5361898973551488,
"posterior_logit": 0.48337725840674817,
"predictor_brier": 0.01047,
"inside_posterior": 0.6185450473969657,
"blended_posterior": 0.5361898973551488,
"reference_class_id": "energy_grid_rebuild_5y",
"total_adjusted_llr": -0.27039454396963214,
"predictor_n_resolved": 3
}Network propagation neighbors
No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.
Ticker exposure
Beneficiaries (19)
Prerequisites (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No prerequisites | ||||
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | Tesla Supercharger V4 industrial-depot specs; Waymo/Cruise/Zoox AV depots in phoenix, SF, LA. FERC off-peak rate design reforms ongoing in CAISO/ERCOT. |
Raw metadata
{
"nia": false,
"mode": "FORECAST",
"role": "Cited-CEO",
"context": "Key architectural prediction: fleet depots become equivalent to \"data centers for transport\" — concentrated, deterministic, overnight-bulk. Couples with Yang microgrids (INF_058) on consumer side.",
"to_year": 2033,
"conv_cues": "structural architectural split; explicit night-load framing",
"direction": "HAPPEN",
"from_year": 2027,
"timeframe": "2027-2033",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Uber commits $100M to AV charging hubs (Bay Area, LA, Dallas first; 10-15 cities by end-2026)",
"notes": "HIT — direct match to deadline description's 'First Uber-operated AV depot grid-PPA' precursor. Hub-based model = commercial bifurcation Khosrowshahi predicts.",
"source": "Bloomberg — Uber to Spend $100 Million on Autonomous-Vehicle Charging Station Buildout",
"status": "overdue",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.97,
"source_url": "https://www.bloomberg.com/news/articles/2026-02-18/uber-to-spend-100-million-on-autonomous-vehicle-charging-station-buildout",
"expected_date": "2026-02-18",
"miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "deep_research",
"measurement_criterion": "Uber publicly commits >$100M to build DC fast-charging hubs at AV depots, with first deployments in Bay Area, LA, and Dallas; goal of 10-15 cities for AV operations by end of 2026; Uber Autonomous Solutions division formalized."
},
{
"kind": "llm_pre_event",
"label": "Waymo + Uber + Lucid + Volkswagen + Nuro AV partnership ecosystem reaches 20+ partners",
"notes": "AV-fleet scale + multi-OEM diversity is the precondition for high-throughput depot charging being economically rational.",
"source": "InsideEVs — Uber Wants To Win The Autonomous Vehicle Race. So It's Betting On All Of The Horses",
"status": "overdue",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.85,
"source_url": "https://insideevs.com/news/787935/how-uber-plans-to-win-the-autonomous-vehicle-race/",
"expected_date": "2026-05-02",
"miss_emitted_at": "2026-05-10T22:10:52.342846+00:00",
"miss_emitted_by": "metadata_milestone_sweep",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-12-31",
"from": "2025-09-01"
},
"measurement_criterion": "Uber Autonomous Solutions reports >20 global AV partners (Waymo, Lucid, Nuro, VW, Wayve, etc.) with at least 5 cities offering commercial AV rides via Uber."
},
{
"kind": "llm_pre_event",
"label": "First Uber-managed AV depot signs grid-scale PPA with utility for off-peak nighttime charging",
"notes": "Direct match to deadline description. Grid-PPA for fleet charging is the formal infrastructure milestone for the commercial-charging bifurcation.",
"source": "Anticipated — Uber press releases, EVgo investor days, utility regulatory filings",
"status": "pending",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.55,
"expected_date": "2027-06-16",
"research_origin": "training",
"expected_date_range": {
"to": "2028-06-30",
"from": "2026-06-01"
},
"measurement_criterion": "Uber, EVgo, or partner utility publicly announces a Power Purchase Agreement at >5MW per site for an AV-fleet depot, with explicit off-peak nighttime tariff structure tied to fleet charging windows."
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -5,
"source_id": null,
"expected_date": "2028-03-14",
"observed_date": null
},
{
"kind": "llm_pre_event",
... (truncated)