← Cockpit
INF_066predictionAuto/Transportcharging-bifurcation

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

Prior probability
68.0%
Current probability
51.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
in_progress
Window
2027-01-01 – 2033-11-30
Edges in / out
0 / 0
Tickers exposed
22

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

Status: in_progress

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

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: energy_grid_rebuild_5y

Linked via embedding similarity 0.602

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
0.300
TRF=1.00
Outside weight
0.700
pulling toward base rate
inside 56.1% → blend 51.8% -4.3pp)

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

3 prob_history rows
0%25%50%75%100%prior 68%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 51.8%

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: 2 overdue ⏱ · 6 pending
  1. 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.
  2. 2025-09-01 → 2026-12-31overdueWaymo + Uber + Lucid + Volkswagen + Nuro AV partnership ecosystem reaches 20+ partners
    How: 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.
  3. 2026-06-01 → 2028-06-30pendingFirst Uber-managed AV depot signs grid-scale PPA with utility for off-peak nighttime charging
    How: 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.
  4. 2028-03-14pendingQ1 window check-in (25%)
  5. 2027-01-01 → 2030-12-31pendingResidential solar+battery installations cross 25% of new single-family home builds in CA, TX, AZ
    How: 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.
  6. 2027-06-01 → 2030-12-31pendingMajor utility files for grid-upgrade tariff specifically targeting commercial AV depot loads
    How: 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.
  7. 2029-05-26pendingQ2 window check-in (50%)
  8. 2030-08-07pendingQ3 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: 52%)

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
metadata_milestone_miss_sweep2026-05-10T22:10:52Z51.8%-1.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.561 blend=0.518 LLR=-0.237 κ=0.69 w_in=0.30 energy_grid_rebuild_5y
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
}
metadata_milestone_miss_sweep2026-05-02T22:07:21Z53.6%-2.0pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.619 blend=0.536 LLR=-0.270 κ=0.69 w_in=0.30 energy_grid_rebuild_5y
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
}
legacy v12026-04-30T01:56:50Z55.6%-12.4pp
reference_class_assigned bayesian_v2 inside=0.680 blend=0.556 w_in=0.30 energy_grid_rebuild_5y

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

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

22 ticker(s) linked

Beneficiaries (19)

ARRYEOSEFLNCFSLRGWHJKSMVSTNXTQSSHLSSTEMDQPCRFYONIFNNYBYDDYNEENRGTSLA

Prerequisites (0)

Predictions that must hit first
TypePredTitleDomainLag
No prerequisites

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importTesla 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

From Thesis_Timeline_v1.0_FINAL workbook
{
  "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)