← Cockpit
235_045predictionConsumerAI-timing

Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading).

Predictor: Alex Wissner-Gross · ep#235 "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235" · source

Prior probability
50.0%
Current probability
42.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2030-06-01 – 2030-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Most volume in e-commerce and physical world will eventually be dominated by algorithms (like quantitative trading). | we've seen this happen before in finance with quantitative trading algos which went from none of the volume in public securities markets to 70 80 90 plus% of the daily volume... I think we're going to see the same thing happening in the rest of the world outside finance in the physical world in various e-commerce spaces where over time most of the volume will eventually be dominated by algorithms.

Verbatim quote

From episode "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235"
we've seen this happen before in finance with quantitative trading algos which went from none of the volume in public securities markets to 70 80 90 plus% of the daily volume... I think we're going to see the same thing happening in the rest of the world outside finance in the physical world in various e-commerce spaces where over time most of the volume will eventually be dominated by algorithms.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
Calibration plot (stated vs observed)

Evidence about this node from Alex Wissner-Gross 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 50%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.3%

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: 7 fired ✓ · 3 pending
  1. 2025-12-31hitRobotaxi market 2025 valuation $4.84B with 86% projected CAGR
    How: Industry analyst (Coherent Market Insights) reports 2025 robotaxi market at $4.84B with $693B 2033 forecast and 86% CAGR.
    Source: Coherent Market Insights — Robotaxi Market Size, Trends & YoY Growth Rate, 2025-2032conf 85%
    Notes: HIT — autonomous physical-world volume is now scaling exponentially, mirroring the 'quant trading 70-90% of volume' analogy.
  2. 2025-12-31hitWaymo cumulative paid trips exceed 20M with 250K/week run-rate
    How: Waymo publicly reports >20M cumulative paid trips with weekly run-rate >250K, confirming that algorithmic dispatch dominates a growing share of US ride-hail volume.
    Source: The Driverless Digest — Waymo's 2025 Year in Reviewconf 95%
    Notes: HIT — direct precondition for the e-commerce / physical-world algorithm-dominance prediction.
  3. 2026-06-01 → 2028-06-30pendingRobotaxi fleet exceeds 10K vehicles in commercial paid US service
    How: Combined Waymo + Tesla + Zoox + competitor robotaxi fleet exceeds 10,000 vehicles in commercial paid US service, replicating the 'most volume' threshold from quant-trading parallel.
    Source: Anticipated — operator press releases, S&P Global Mobility trackingconf 65%
    Notes: Quant-trading reached 70%+ when fleet of automated systems crossed scale threshold; physical-world parallel here.
  4. 2026-06-01 → 2029-12-31pendingFirst major US e-commerce platform discloses >50% AI-agent purchase volume
    How: Amazon, Walmart, eBay, Shopify, or comparable platform discloses in 10-K or earnings call that more than 50% of its transaction volume originates from AI shopping agents (vs. human users browsing).
    Source: Anticipated — public 10-K disclosures, ACP / agent-commerce industry reportsconf 40%
    Notes: Direct test of 'most of the volume dominated by algorithms' clause for e-commerce specifically.
  5. 2027-01-01 → 2030-12-31pendingACP / agent-commerce protocols become default checkout in top-10 platforms
    How: OpenAI, Anthropic, Google ACP-class protocols are formally supported as a primary checkout option in at least 5 of the top-10 US e-commerce platforms.
    Source: Anticipated — platform integration announcements, ACP standards bodiesconf 45%
    Notes: Cascade — infrastructure-level adoption validates 'most volume' migrating to algorithms.
  6. 2036-09-06pendingMoon base will exist in 10 years

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: 42%)

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
LBP2026-05-17T02:00:01Z42.3%-1.0pp
Network propagation: 43.4% → 42.3%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-03T02:00:01Z43.4%-1.4pp
Network propagation: 44.8% → 43.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.8%-2.1pp
Network propagation: 46.9% → 44.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.9%-3.1pp
Network propagation: 50.0% → 46.9%
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_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5000.050-0.046
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.5000.050-0.043
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.032
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5000.050-0.031

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.056
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.050
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.042
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.029
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.028

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
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_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.607arxivSuper-Level-Set Regression: Conditional Quantiles via Volume Minimizationmentionspending2026-05-07
0.600arxivOn Stability and Decomposition of Sample Quantiles under Heavy-Tailed Distributionsmentionspending2026-05-18
0.595manifoldIf we automate every FIFA World Cup market and resolution, how many traders will @ManifoldSports have by the end?mentionspending2026-05-13
0.590manifoldWho will send the most mana to @tradersmentionspending2026-05-06
0.590manifoldWho will send the most mana to @tradersmentionspending2026-06-02
0.582manifoldThis Market will Resolve at number of Traders%28%mentionspending2026-05-14
0.581arxivBulk viscosity of a binary mixture: the role of the intra-species interactionmentionspending2026-06-04
0.580arxivHierarchical entanglement transitions and hidden area-law sectors in quantum many-body dynamicsmentionspending2026-05-06
0.580polymarketGame Handicap: BLG (-2.5) vs EDward Gaming (+2.5)59%mentionspending2026-05-30
0.573polymarketMap Handicap: BIG (-1.5) vs NRG (+1.5)0%mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "70-90%+ of volume",
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "we've seen this happen before in finance with quantitative trading algos which went from none of the volume in public securities markets to 70 80 90 plus% of the daily volume. I think we're going to see the same thing happening in the rest of the world outside finance in the physical world in various e-commerce spaces where over time most of the volume will eventually be dominated by algorithms.",
  "to_year": 2035,
  "verbatim": "we've seen this happen before in finance with quantitative trading algos which went from none of the volume in public securities markets to 70 80 90 plus% of the daily volume... I think we're going to see the same thing happening in the rest of the world outside finance in the physical world in various e-commerce spaces where over time most of the volume will eventually be dominated by algorithms.",
  "conv_cues": "going to see; eventually",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "over time",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Robotaxi market 2025 valuation $4.84B with 86% projected CAGR",
      "notes": "HIT — autonomous physical-world volume is now scaling exponentially, mirroring the 'quant trading 70-90% of volume' analogy.",
      "source": "Coherent Market Insights — Robotaxi Market Size, Trends & YoY Growth Rate, 2025-2032",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.coherentmarketinsights.com/market-insight/robotaxi-market-4560",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Industry analyst (Coherent Market Insights) reports 2025 robotaxi market at $4.84B with $693B 2033 forecast and 86% CAGR."
    },
    {
      "kind": "llm_pre_event",
      "label": "Waymo cumulative paid trips exceed 20M with 250K/week run-rate",
      "notes": "HIT — direct precondition for the e-commerce / physical-world algorithm-dominance prediction.",
      "source": "The Driverless Digest — Waymo's 2025 Year in Review",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.thedriverlessdigest.com/p/waymos-2025-year-in-review-the-year",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Waymo publicly reports >20M cumulative paid trips with weekly run-rate >250K, confirming that algorithmic dispatch dominates a growing share of US ride-hail volume."
    },
    {
      "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": -8,
      "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": -7,
      "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": -6,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      
... (truncated)