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242_059predictionAuto/TransportAI-scaling

Self-flying eVTOLs will be the norm given AI safety advantages

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
44.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
6 / 0
Tickers exposed
37

Prediction text

Self-flying eVTOLs will be the norm given AI safety advantages | the EVTOLs are going to move very quickly cuz they don't run the risk of crashing into houses... They're all going to be autonomous on birth

Verbatim quote

From episode "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242"
the EVTOLs are going to move very quickly cuz they don't run the risk of crashing into houses... They're all going to be autonomous on birth

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

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 44.7%

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: 3 pending
  1. 2027-02-23pendingQ1 window check-in (25%)
  2. 2027-12-19pendingQ2 window check-in (50%)
  3. 2028-10-13pendingQ3 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: 45%)

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
LBP2026-05-17T02:00:01Z44.7%-1.0pp
Network propagation: 45.7% → 44.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z45.7%-2.0pp
Network propagation: 47.7% → 45.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.7%-4.0pp
Network propagation: 51.8% → 47.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.8%-2.8pp
Network propagation: 54.6% → 51.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z54.6%-5.4pp
Network propagation: 60.0% → 54.6%
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
prereqS_ROBOTAXI_MASS_2030
Robotaxi >10% urban miles by Nov 2030
30.0%0.6000.050-0.232
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.098
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.087
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.071
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.039

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
killerTK09Energy Grid Cap (Data Center Power Wall)
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)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "the EVTOLs are going to move very quickly... They're all going to be autonomous on birth",
  "verbatim": "the EVTOLs are going to move very quickly cuz they don't run the risk of crashing into houses... They're all going to be autonomous on birth",
  "conv_cues": "going to; all going to be",
  "direction": "HAPPEN",
  "timeframe": "unspecified future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-02-23",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2027-12-19",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2028-10-13",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "Self-flying eVTOLs will be the norm given AI safety advantages",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "242_059",
      "expected_date": "2029-08-09",
      "observed_date": null
    }
  ],
  "repeat_eps": 3,
  "sub_domain": "Transport",
  "affiliation": "Moonshots Podcast",
  "attribution": "FIRST_PERSON",
  "episode_num": 242,
  "granularity": "VAGUE",
  "display_date": "2029-08-09",
  "episode_date": "2026-03-26",
  "parse_method": "UNMAPPABLE",
  "domain_bucket": "Auto",
  "episode_title": "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242",
  "fault_line_id": "F001, F002, F004",
  "flag_repeated": true,
  "in_5yr_window": false,
  "appears_in_eps": "242, 246, 248",
  "is_macro_claim": false,
  "total_mentions": 3,
  "priority_weight": 5,
  "ps_cluster_tags": [
    "C1",
    "C2",
    "C3",
    "C4",
    "C5"
  ],
  "active_end_month": 0,
  "recent_statement": "April 18 2026 Ep 248: '100x year will blow away prediction - 100x by summer'. March 5 2026 Ep 235: 'Anthropic will hit $1T revenue by 2029-2030, first company in history.' Feb 13 2026 Ep 230: 'Consulting industry will go through the roof.'",
  "active_start_month": 0,
  "flag_nia_bracketed": false,
  "track_record_grade": "B+",
  "track_record_notes": "MIT/Link Ventures investor with strong pattern recognition on AI infrastructure trends. No long public track record pre-2023; judgment best treated as high-quality operator signal, not independent forecast.",
  "flag_near_term_2027": false,
  "primary_scenario_id": "S_ROBOTAXI_MASS_2030",
  "flag_high_conviction": true,
  "milestones_phase2_at": "2026-05-01T21:12:50.929313+00:00",
  "milestones_derived_at": "2026-05-02T03:08:49.915635+00:00",
  "reference_class_match": {
    "decision": "keyword_filtered",
    "computed_at": "2026-04-30T01:49:13.796883+00:00",
    "best_id_unfiltered": "energy_grid_rebuild_5y",
    "best_similarity_unfiltered": 0.5221
  },
  "validation_status_raw": "UNRESEARCHED",
  "composite_signal_score": 48,
  "scenario_assignment_at": "2026-04-30T16:04:16.912851+00:00",
  "flag_priority_watchlist": false,
  "flag_timeline_near_term": false,
  "ps_displacement_mechanism": "Foundation-model capability curve eats entry-level white-collar tasks first; BPO/tutoring/search-adjacent economics compress through 2028.",
  "scenario_assignment_reasoning": "predictor='Dave Blundin' tilt=mid (year~2029) → S_ROBOTAXI_MASS_2030",
  "scenario_assignment_confidence": "MEDIUM",
  "scenario_assignment_similarity": 0.6188
}