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230_022predictionRoboticsAGI

Elon plans to produce tens of millions of robots per year in just a few years.

Predictor: Elon Musk · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source

Prior probability
35.0%
Current probability
21.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2028-01-01 – 2030-11-30
Edges in / out
9 / 5
Tickers exposed
21

Prediction text

Elon plans to produce tens of millions of robots per year in just a few years. | Yeah. So, this will look this will be hilarious. It'll be like one little that y-axis caps out at a quarter of a million like you just said, Peter, and I think Elon's talking about tens of millions a year in just a few years. | Shanghai factory commitment announcement

Key catalyst: Shanghai factory commitment announcement

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
Yeah. So, this will look this will be hilarious. It'll be like one little that y-axis caps out at a quarter of a million like you just said, Peter, and I think Elon's talking about tens of millions a year in just a few years.

Resolution evidence

Status: pending

Musk: 'tens of millions/year in a few years' (i.e. by 2028-2030). Reality April 2026: Optimus production intent prototype just revealed, target one-million-unit line Fremont end-2026. Every prior Optimus timeline has slipped 12-24 months.

Predictor: Elon Musk

κ + Brier as of 2026-07-04
κ (discount)
0.688
Brier
0.0142
excellent
Hits / Misses
1 / 0
of 3 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Elon Musk 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

3 prob_history rows
0%25%50%75%100%prior 35%2026-04-302026-04-302026-07-04
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 21.6%

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: 6 fired ✓ · 1 overdue ⏱ · 4 pending
  1. 2026-04-14hitTesla Optimus Gen 3 unveiled at AWE Shanghai with 1,000+ deployed in factories
    How: Tesla unveils Optimus Gen 3 at AWE Shanghai with public count of 1,000+ in-factory units already operational
    Source: deep_research_enrichedconf 92%
  2. 2026-04-14hitTesla Shanghai Gigafactory designated lead facility for Optimus mass production
    How: Tesla executive publicly confirms Shanghai Gigafactory as primary site for Optimus mass production scaling
    Source: deep_research_enrichedconf 90%
  3. 2026-09-01 → 2027-06-30pendingTesla cumulative Optimus production crosses 10,000 units
    How: Tesla quarterly update reports cumulative humanoid robot production >= 10,000 units
    Source: deep_research_enrichedconf 65%
  4. 2027-06-01 → 2028-12-31pendingTesla annualized Optimus production rate crosses 100,000/year
    How: Tesla earnings call discloses annualized humanoid robot production run-rate >= 100,000/year
    Source: deep_research_enrichedconf 45%
  5. 2028-06-01 → 2030-06-30pendingTesla cumulative Optimus production crosses 1 million units
    How: Tesla earnings disclosure shows cumulative humanoid robot production >= 1,000,000 units
    Source: deep_research_enrichedconf 30%
  6. 2029-06-01 → 2031-11-30pendingTesla annualized Optimus production crosses 10,000,000/year ('tens of millions a year')
    How: Tesla discloses annualized run-rate >= 10M/year humanoid robots produced (Musk's 'tens of millions' claim)
    Source: deep_research_enrichedconf 18%
  7. 2036-08-14pendingPeople will be on Mars within 10 years
  8. 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: 22%)

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_sweep2026-07-04T22:13:07Z21.6%-9.1pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.216 blend=0.216 LLR=-0.477 κ=0.69 no_blend
Raw metadata
{
  "trf": 1,
  "kappa": 0.6875,
  "base_rate": null,
  "predictor": "Elon Musk",
  "total_llr": -0.6931471805599453,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.8132870531165296,
  "bayes_factor": "1.6:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.3071904872715275,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.6931471805599453,
      "kind": "prereq",
      "kappa": 0.6875,
      "label": "By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.",
      "weight": 0.5,
      "strength": "moderate",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.4765386866349624,
      "expected_date": "2026-06-26",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.21588230763798083,
  "posterior_logit": -1.289825739751492,
  "predictor_brier": 0.01417,
  "inside_posterior": 0.21588230763798083,
  "blended_posterior": 0.21588230763798083,
  "reference_class_id": null,
  "total_adjusted_llr": -0.4765386866349624,
  "predictor_n_resolved": 3
}
LBP2026-04-30T16:39:51Z30.7%-1.6pp
Network propagation: 32.3% → 30.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z32.3%-2.7pp
Network propagation: 35.0% → 32.3%
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
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.350+0.104
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.350+0.089
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.3500.050+0.066
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.3500.050+0.054
prereq232_014
Recursive self-improvement is already here, not 12 months awAlex Wissner-Gross
70.2%0.3500.050+0.045

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq239_001
Global economy will be 10x its current size in 10 yearsElon Musk
37.7%0.6000.050-0.189
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.133
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.111
prereq239_008
Moon base will exist in 10 yearsElon Musk
20.1%0.5500.050-0.025
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
24.4%0.7500.050-0.017

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (9)

Predictions that must hit first
TypePredTitleDomainLag
prereq248_040Pausing AI will fail and only accelerate race dynamics.AI
prereq232_014Recursive self-improvement is already here, not 12 months away.AI
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
prereqCMQ_001By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.AI
correlateS_HUMANOID_FACTORY_2026Humanoid R1: 10K+ factory units by Nov 2026humanoid_deployment
correlateS_HUMANOID_MASS_2033Humanoid R4: 10M+ cumulative by Dec 2033humanoid_deployment
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
prereq239_001Global economy will be 10x its current size in 10 yearsMacro/Economy
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
prereq239_009People will be on Mars within 10 yearsSpace

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-12-31[Robotics 2030-12] nie 4+ releases; NVIDIA Cosmos adoption [230_022] Shanghai factory commitment announcement [CMQ_050] Annual humanoid unit shipments; BMW / Mercedes / Figure deployment ramp; Tesla Optimus production fipending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.668polymarketWill Elon Musk post 1000-1039 tweets in April 2026?0%mentionspending2026-02-24
0.662polymarketWill Elon Musk post 100-119 tweets from June 26 to July 3, 2026?0%mentionspending2026-06-23
0.661polymarketWill Elon Musk post 100-119 tweets from June 30 to July 7, 2026?27%mentionspending2026-06-27
0.659polymarketWill Elon Musk post 800-839 tweets in May 2026?70%mentionspending2026-03-24
0.658polymarketWill Elon Musk post 100-119 tweets from May 15 to May 22, 2026?1%mentionspending2026-05-12
0.657polymarketWill Elon Musk post 100-119 tweets from May 8 to May 15, 2026?0%mentionspending2026-05-05
0.657polymarketWill Elon Musk post 80-99 tweets from June 30 to July 7, 2026?11%mentionspending2026-06-27
0.657polymarketWill Elon Musk post 100-119 tweets from June 12 to June 19, 2026?0%mentionspending2026-06-09
0.657polymarketWill Elon Musk post 380-399 tweets from July 3 to July 10, 2026?0%mentionspending2026-06-30
0.656polymarketWill Elon Musk post 100-119 tweets from June 5 to June 12, 2026?0%mentionspending2026-06-02

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "tens of millions per year",
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "context": "Elon's talking about tens of millions a year in just a few years.",
  "to_year": 2030,
  "cited_by": "Dave Blundin",
  "verbatim": "Yeah. So, this will look this will be hilarious. It'll be like one little that y-axis caps out at a quarter of a million like you just said, Peter, and I think Elon's talking about tens of millions a year in just a few years.",
  "conv_cues": "talking about",
  "direction": "NUMERIC_TARGET",
  "from_year": 2028,
  "timeframe": "just a few years",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Tesla Optimus Gen 3 unveiled at AWE Shanghai with 1,000+ deployed in factories",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.teslarati.com/tesla-optimus-awe-2026-shanghai/",
      "expected_date": "2026-04-14",
      "observed_date": "2026-04-14",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla unveils Optimus Gen 3 at AWE Shanghai with public count of 1,000+ in-factory units already operational"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Shanghai Gigafactory designated lead facility for Optimus mass production",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://thenextweb.com/news/tesla-shanghai-gigafactory-optimus-humanoid-robot-production",
      "expected_date": "2026-04-14",
      "observed_date": "2026-04-14",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla executive publicly confirms Shanghai Gigafactory as primary site for Optimus mass production scaling"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "kind": "prereq",
      "label": "Pausing AI will fail and only accelerate race dynamics.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "248_040",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already here, not 12 months away.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "232_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T13:04:02.341521+00:00"
    },
    {
      "kind": "prereq",
      "label": "By 2026, AI will reach 'intern-level' capability — millions of virtual interns performing supervised, economically useful tasks.",
      "status": "overdue",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "CMQ_001",
      "expected_date": "2026-06-26",
      "observed_date": null,
      "miss_emitted_at": "2026-07-04T22:13:07.729158+00:00",
      "miss_emitted_by": "me
... (truncated)