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236_021predictionRoboticsOptimus

Optimus/humanoid robots to do trades work in 3 to 8 years (Elon's vision)

Predictor: Elon Musk · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source

Prior probability
50.0%
Current probability
24.0%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2029-01-01 – 2034-11-30
Edges in / out
22 / 2
Tickers exposed
26

Prediction text

Optimus/humanoid robots to do trades work in 3 to 8 years (Elon's vision) | Elon's vision is, you know, next three years if even if it's eight years, right? I mean we the the progress we're seeing in robotic software and robotic agility and progress is stunning what we've seen in

Watch events: Tesla Q2 2026 earnings; Optimus Fremont line start; unit cost disclosure; Figure 03 shipment volume; BMW, 2nd customer deployment count

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
Elon's vision is, you know, next three years if even if it's eight years, right? I mean we the the progress we're seeing in robotic software and robotic agility and progress is stunning what we've seen in

Resolution evidence

Status: pending

3-8 year range for Optimus doing trades work. Trade work ≠ surgery; dexterity threshold lower. Figure 03 already doing BMW manufacturing work 2026. Lower-bound call (3y) plausible; 8y essentially certain.

Predictor: Elon Musk

κ + Brier as of 2026-05-22
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: humanoid_commercial_volume

Linked via embedding similarity 0.664

>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut

Base rate
10.0%
0/3 historical
Inside weight
Outside weight
no pull
inside 24.0% → blend 24.0% 0.0pp)

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

6 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 24.0%

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 fired ✓ · 11 pending
  1. 2026-03-01hitTesla announces Optimus Gen 3 production launch with 1,000+ Optimus units in Tesla factories
    How: Tesla discloses ≥1,000 Optimus units operating in factory environment with Gen 3 hardware production starting
    Source: deep_research_enrichedconf 85%
  2. 2026-03-01hitTesla announces 5.2M sqft Texas Optimus factory expansion targeting 10M robots/year
    How: Public confirmation of ≥5M sqft humanoid-robot manufacturing facility with disclosed long-term capacity targets
    Source: deep_research_enrichedconf 85%
  3. 2026-09-01 → 2026-12-31pendingTesla Optimus reaches 50,000-100,000 unit annual production (2026 target run rate)
    How: Tesla reports ≥50K Optimus units shipped or factory-deployed during 2026
    Source: deep_research_enrichedconf 50%
  4. 2027-06-01 → 2029-12-31pendingFirst commercial pilot of humanoid robot in skilled trades (plumbing, electrical, HVAC) outside factory
    How: Public commercial deployment of Optimus/Figure/Digit performing skilled trades work in residential or commercial settings
    Source: deep_research_enrichedconf 55%
  5. 2028-06-01 → 2031-12-31pendingFirst million-unit fleet of humanoid robots deployed commercially across factory + commercial trades
    How: Aggregate disclosure (Tesla, Figure, Unitree, Agility) of ≥1M humanoid units in commercial operation
    Source: deep_research_enrichedconf 40%
  6. 2030-06-01 → 2032-12-15pendingHumanoid robots cross 10% market share of US skilled trades labor (~2032 Elon's 3-8yr timeframe)
    How: BLS or industry data shows ≥10% of plumbing/electrical/HVAC labor hours performed by humanoid robots
    Source: deep_research_enrichedconf 25%

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: 24%)

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
LBP2026-05-10T02:00:02Z24.0%+1.4pp
Network propagation: 22.6% → 24.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z22.6%+1.9pp
Network propagation: 20.7% → 22.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z20.7%+3.0pp
Network propagation: 17.7% → 20.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z17.7%-3.2pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.177 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z20.9%+3.2pp
Network propagation: 17.7% → 20.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z17.7%-32.3pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.177 w_in=0.30 humanoid_commercial_volume

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
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.500+0.161
prereq247_042
Professional Robotics League first US match on April 19, 202Alex Wissner-Gross
65.0%0.5000.050+0.099
prereq235_019
Fast food chains will bring in humanoid robots very shortly Peter Diamandis
12.8%0.5000.050-0.095
prereq229_001
Figure will put robots on its own manufacturing lines (BotQ)Brett Adcock
62.3%0.5000.050+0.094
prereq239_011
Optimus 3 production starts summer 2026Elon Musk
22.5%0.5000.050-0.075

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq229_010
Eventually there will be tens of billions of humanoids on plBrett Adcock
25.8%0.5000.050-0.099
prereq234_033
David Holz predicts 5 million humanoids can build Manhattan David Holz
23.3%0.5000.050-0.073

Ticker exposure

26 ticker(s) linked

Beneficiaries (23)

USARLYSCFSYMMPSERVRNSHFFANUYCGNXHSEHYALNTIRBTABBNYAMZNBYDDYEMRHONHYMTFTERTSLATXNSIEGYSTMTEL

Adverse (3)

RHIMANKFY

Prerequisites (22)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_042Professional Robotics League first US match on April 19, 2026 in BostonRobotics
prereq229_001Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.Robotics
prereq229_002Figure will scale out robots in industrial/commercial workforce in 2026 via its signed customers.Robotics
prereq240_037Amazon Zoox Robotaxi will launch in LA in 2027Auto/Transport
prereq241_056Elon Musk-style vertical integration is necessary to drive robotics costs downRobotics
prereq235_019Fast food chains will bring in humanoid robots very shortly to replace workers.Robotics
prereq247_0451X Neo humanoid robot will be delivered this summer 2026Robotics
prereq239_033Optimus 3 will be by far the most advanced robot in the worldRobotics
prereq238_016Figure CEO Brett Adcock will appear at Abundance Summit next year (2027) with a Figure robot for PeterRobotics
prereq241_061China robots will compete as replacement for dogs / low-cost consumer use (now; useful later)Robotics
prereq229_008By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).Biotech/Longevity
prereq229_022Figure plans to launch an alpha in-home test robot (in Adcock's home) doing end-to-end home work during 2026.Robotics
prereq239_011Optimus 3 production starts summer 2026Robotics
prereq229_020By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work.Robotics
prereq247_043Humanoid robots will be utterly transformative for 2/3 of US services sectorRobotics
prereq239_012Optimus reaches high volume production by summer 2027Robotics
prereq239_013Tesla will release an improved Optimus design every yearRobotics
prereq229_009Within roughly 24 months, robots will build robots on Figure's lines.Robotics
prereq229_021In 2027, Figure will be on the path to ship robots into users' homes and iterate.Robotics
correlateS_HUMANOID_FACTORY_2026Humanoid R1: 10K+ factory units by Nov 2026humanoid_deployment
correlateS_HUMANOID_MASS_2033Humanoid R4: 10M+ cumulative by Dec 2033humanoid_deployment
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (2)

Predictions enabled by this
TypePredTitleDomainLag
prereq229_010Eventually there will be tens of billions of humanoids on planet Earth—one per human plus 5-10B in commercial workforce.Robotics
prereq234_033David Holz predicts 5 million humanoids can build Manhattan in 6 monthsRobotics

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.701manifoldHumanoid robot walking around me within three years?43%mentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "3-8 years",
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "context": "The question of when an Optimus or pick your favorite robot is able to do that. Yeah. Elon's vision is, you know, next three years if even if it's eight years, right?",
  "to_year": 2034,
  "cited_by": "Peter Diamandis",
  "verbatim": "Elon's vision is, you know, next three years if even if it's eight years, right? I mean we the the progress we're seeing in robotic software and robotic agility and progress is stunning what we've seen in",
  "conv_cues": "Elon's vision",
  "direction": "HAPPEN",
  "from_year": 2029,
  "timeframe": "2029-2034",
  "conv_level": "MEDIUM",
  "milestones": [
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      "kind": "llm_pre_event",
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      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -13,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.programming-helper.com/tech/tesla-optimus-gen3-production-deployment-2026-factory-robots-revolution",
      "expected_date": "2026-03-01",
      "observed_date": "2026-03-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Tesla discloses ≥1,000 Optimus units operating in factory environment with Gen 3 hardware production starting"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla announces 5.2M sqft Texas Optimus factory expansion targeting 10M robots/year",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -12,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.therobotreport.com/from-evs-to-robotics-tesla-targets-10m-optimus-units-with-new-texas-plant/",
      "expected_date": "2026-03-01",
      "observed_date": "2026-03-01",
      "research_origin": "deep_research",
      "measurement_criterion": "Public confirmation of ≥5M sqft humanoid-robot manufacturing facility with disclosed long-term capacity targets"
    },
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      "expected_date": "2026-06-23",
      "observed_date": null
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      "kind": "prereq",
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      "status": "pending",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "229_002",
      "expected_date": "2026-06-27",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "Figure plans to launch an alpha in-home test robot (in Adcock's home) doing end-to-end home work during 2026.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "229_022",
      "expected_date": "2026-07-19",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "229_008",
      "expected_date": "2026-08-12",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Optimus reaches 50,000-100,000 unit annual production (2026 target run rate)",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://intellectia.ai/news/stock/teslas-optimus-robot-production-plans-unveiled",
      "expected_date": "2026-10-31",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-3
... (truncated)