← Cockpit
230_021predictionRoboticshumanoids

Figure and Tesla will make millions, then billions of robots.

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

Prior probability
60.0%
Current probability
36.3%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2030-06-01 – 2030-06-30
Edges in / out
14 / 3
Tickers exposed
31

Prediction text

Figure and Tesla will make millions, then billions of robots. | we're just releasing our pod with Brett Adcock from Figure uh this week as well... Figure and uh and Tesla planning to make millions and then billions of robots.

Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count

Verbatim quote

From episode "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230"
we're just releasing our pod with Brett Adcock from Figure uh this week as well... Figure and uh and Tesla planning to make millions and then billions of robots.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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 0.627

>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 36.3% → blend 36.3% 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

7 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.3%

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: 3 fired ✓ · 9 pending
  1. 2026-07-01 → 2027-03-31pendingTesla Fremont Model S/X line conversion to Optimus complete
    How: Tesla confirms via earnings call or 10-Q that Fremont Model S/X production lines have been retooled for Optimus and have achieved any unit production from converted line
    Source: deep_research_enrichedconf 55%
  2. 2026-06-01 → 2027-12-31pendingFigure AI ships >1,000 units to enterprise customers
    How: Figure announces or trade press confirms >1,000 cumulative humanoid robot shipments to BMW, Microsoft, or other commercial customers
    Source: llm_enrichedconf 40%
  3. 2026-09-01 → 2027-12-31pendingTesla Optimus production crosses 10,000 cumulative units
    How: Tesla 10-Q, earnings call, or trade press (The Information, Electrek) confirms cumulative Optimus production >=10,000 units — first credible step from current near-zero baseline
    Source: deep_research_enrichedconf 45%
  4. 2027-06-01 → 2029-12-31pendingAnnual humanoid robot production (industry-wide) crosses 1 million units
    How: Industry tracker (IFR, ABI Research, or BofA Robotics report) confirms >=1M annual humanoid units shipped — Tesla + Figure + Unitree + Apptronik + 1X + others
    Source: llm_enrichedconf 30%
  5. 2029-06-01 → 2031-12-31pendingTesla or Figure crosses 10M cumulative humanoid units
    How: Tesla 10-K or Figure investor disclosure confirms cumulative humanoid production >=10,000,000 units — directly supports 'billions of robots' trajectory
    Source: llm_enrichedconf 20%

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: 36%)

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
LBP2026-05-17T02:00:01Z36.3%+1.4pp
Network propagation: 34.9% → 36.3%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z34.9%+2.8pp
Network propagation: 32.1% → 34.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z32.1%+5.2pp
Network propagation: 26.9% → 32.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z26.9%+7.4pp
Network propagation: 19.5% → 26.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z19.5%-7.6pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.195 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z27.2%+7.6pp
Network propagation: 19.5% → 27.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z19.5%-40.5pp
reference_class_assigned bayesian_v2 inside=0.600 blend=0.195 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
prereq247_043
Humanoid robots will be utterly transformative for 2/3 of USAlex Wissner-Gross
26.2%0.6000.050-0.166
prereq235_020
Transition to VLA humanoid robots taking over fast food jobsAlex Wissner-Gross
28.7%0.6000.050-0.154
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.600+0.116
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.6000.050+0.106
prereq229_023
First Figure robot in a customer's home expected 2027-2029 tBrett Adcock
37.7%0.6000.050-0.102

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq247_044
Humanoid robots have 5-10 year lifespan before merging with Mark Cuban
28.0%0.4500.050-0.082
prereq229_010
Eventually there will be tens of billions of humanoids on plBrett Adcock
25.8%0.5000.050-0.042
prereq234_033
David Holz predicts 5 million humanoids can build Manhattan David Holz
23.3%0.5000.050-0.016

Ticker exposure

31 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMABBNYAMZNBYDDYHYMTFIFNNYMIELYPHSTMTELTERTSLATXN

Adverse (5)

TNETKFYRHIKELYAMAN

Prerequisites (14)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
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_005Stargate is a $500 billion multiyear capex program for distributed AI data-center construction (2025-2028, with Trump administration partnership).AI/Infrastructure
prereq243_003By 2029, Uber will facilitate more autonomous/robotaxi rides than anyone else in the worldAuto/Transport
prereq229_023First Figure robot in a customer's home expected 2027-2029 timeframe.Robotics
prereq229_009Within roughly 24 months, robots will build robots on Figure's lines.Robotics
prereq247_043Humanoid robots will be utterly transformative for 2/3 of US services sectorRobotics
prereq235_020Transition to VLA humanoid robots taking over fast food jobs in 2-3 years.Robotics
correlateS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
correlateS_ROBOTAXI_TESLA_2026Tesla FSD unsupervised wide deployment by Nov 2026robotaxi_deployment
correlateS_HUMANOID_FACTORY_2026Humanoid R1: 10K+ factory units by Nov 2026humanoid_deployment
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (3)

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
prereq247_044Humanoid robots have 5-10 year lifespan before merging with environmentsRobotics

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-06-30[Robotics 2030-06] [230_021] Figure 03 shipment volume; BMW, 2nd customer deployment count [230_007] Lobsters (agentic AIs) will ultimately gain first-class physical embodiment as r [241_029] Figure 03 shipment volume; BMW, 2ndpending

Linked documents (2)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.625manifoldTesla reaches $400 before $300?70%mentionspending2026-04-25
0.554manifoldWill "Toy Story 5" earn more than $115M in domestic gross earnings (in US dollars) during their opening weekend?35%mentionspending2026-05-19

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "millions → billions of robots",
  "url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
  "mode": "CITED_PREDICTION",
  "role": "Host",
  "context": "Figure and uh and Tesla planning to make millions and then billions of robots.",
  "to_year": 2035,
  "verbatim": "we're just releasing our pod with Brett Adcock from Figure uh this week as well... Figure and uh and Tesla planning to make millions and then billions of robots.",
  "conv_cues": "planning to make",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "unspecified",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "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": -12,
      "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": -11,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Fremont Model S/X line conversion to Optimus complete",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://electrek.co/2026/04/22/tesla-optimus-production-fremont-model-sx-line/",
      "expected_date": "2026-11-14",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-03-31",
        "from": "2026-07-01"
      },
      "measurement_criterion": "Tesla confirms via earnings call or 10-Q that Fremont Model S/X production lines have been retooled for Optimus and have achieved any unit production from converted line"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Humanoid R1: 10K+ factory units by Nov 2026",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "S_HUMANOID_FACTORY_2026",
      "expected_date": "2026-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure AI ships >1,000 units to enterprise customers",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Figure announces or trade press confirms >1,000 cumulative humanoid robot shipments to BMW, Microsoft, or other commercial customers"
    },
    {
      "kind": "llm_pre_event",
      "label": "Tesla Optimus production crosses 10,000 cumulative units",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://electrek.co/2026/04/22/tesla-optimus-production-fremont-model-sx-line/",
      "expected_date": "2027-05-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Tesla 10-Q, earnings call, or trade press (The Information, Electrek) confirms cumulative Optimus production >=10,000 units — first credible step from current near-zero basel
... (truncated)