← Cockpit
229_001predictionRoboticshumanoids

Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.

Predictor: Brett Adcock · ep#229 "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229" · source

Prior probability
92.0%
Current probability
62.3%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
in_progress
Window
2026-01-01 – 2026-09-30
Edges in / out
7 / 5
Tickers exposed
29

Prediction text

Figure will put robots on its own manufacturing lines (BotQ) this year to build robots. | When do we start seeing robots building robots? Um, we will put robots on our Baku lines this year. | BotQ production ramp H2-2026

Key catalyst: BotQ production ramp H2-2026

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

Verbatim quote

From episode "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229"
When do we start seeing robots building robots? Um, we will put robots on our Baku lines this year.

Resolution evidence

Status: in_progress

Figure opened BotQ facility March 2025 capable of 12,000 units/year; 'robots building robots' on Baku lines underway per Adcock Apr 2026 statements.

Predictor: Brett Adcock

κ + Brier as of 2026-05-22
κ (discount)
0.773
Brier
0.0040
excellent
Hits / Misses
5 / 0
of 6 resolved
Hit rate
83.3%
Calibration plot (stated vs observed)

Evidence about this node from Brett Adcock 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 0.601

>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 62.3% → blend 62.3% 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

10 prob_history rows
0%25%50%75%100%prior 92%2026-04-292026-05-022026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 62.3%

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: 4 fired ✓ · 1 overdue ⏱ · 2 pending
  1. 2026-02-01 → 2026-04-30overdueFigure publicly demonstrates a robot performing assembly task on BotQ line
    How: Public video posted by Figure or Brett Adcock showing a Figure 02/03 robot performing a physical assembly task (placing, screwing, transferring) on what is identified as the BotQ manufacturing line
    Source: Brett Adcock's X/Twitter account (@adcock_brett), Figure AI blog (figure.ai/news), tech press (TechCrunch, The Information)conf 70%
    Notes: Figure has historically posted demo videos every 2-3 months. Adcock teased BotQ for H2-2026 in late-2025 statements.
  2. 2026-03-01 → 2026-09-30pendingFigure announces new funding round or BotQ-specific partner
    How: Public announcement of new equity round, strategic investor, or named BotQ supply-chain partner (component manufacturer, factory automation company)
    Source: TechCrunch, The Information, Bloomberg, SEC Form D filingsconf 65%
    Notes: Tracking signal — funding cadence reflects external confidence in BotQ trajectory.
  3. 2026-04-01 → 2026-08-31pendingFirst Figure robot officially deployed at BotQ in production role
    How: Press release or official Figure communication confirms a specific robot model is in active production capacity at BotQ (not just demo). Includes daily/weekly run-rate or unit count.
    Source: Figure AI press releases, manufacturing trade press (IndustryWeek, Manufacturing.net), Brett Adcock keynotes (TED, Davos)conf 55%
  4. 2026-07-01 → 2026-11-30pendingBotQ cumulative production count disclosed (≥100 units)
    How: Figure officially discloses ≥100 robots produced cumulatively at BotQ, OR daily run-rate ≥5 robots/day
    Source: Figure announcements, Adcock interviews, possible SEC filing if pre-IPO disclosureconf 40%
    Notes: Figure's $40B valuation (late 2025) implies high production targets. 100 units is a meaningful milestone vs. their public 'thousands' framing.
  5. 2026-09-01 → 2027-03-31pendingCustomer deployment count increases post-BotQ ramp
    How: Number of named enterprise customer deployments (BMW, others) increases from baseline, OR new customer announcement
    Source: Figure press, customer press releases, manufacturing/automotive trade pressconf 50%
    Notes: Cascade signal — BotQ scale-up enables more external deployments. Tracks downstream HUMANOID_FACTORY scenario.

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: 62%)

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
LBP2026-05-24T02:00:02Z62.3%+1.7pp
Network propagation: 60.7% → 62.3%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z60.7%+3.4pp
Network propagation: 57.2% → 60.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z57.2%+7.6pp
Network propagation: 49.6% → 57.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.6%+15.6pp
Network propagation: 34.0% → 49.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z34.0%-28.8pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.576 blend=0.340 LLR=-0.219 κ=0.77 w_in=0.61 humanoid_commercial_volume
Raw metadata
{
  "trf": 0.5517581791161151,
  "kappa": 0.7727,
  "base_rate": 0.1,
  "predictor": "Brett Adcock",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.5239139737528531,
  "bayes_factor": "1.2:1 against",
  "blend_reason": "blend 61% inside / 38% outside (TRF=0.552, base_rate=0.100 from humanoid_commercial_volume)",
  "inside_prior": 0.6280625278798663,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.54089,
      "label": "Figure publicly demonstrates a robot performing assembly task on BotQ line",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.7,
      "source_url": null,
      "adjusted_llr": -0.21931202232462502,
      "expected_date": "2026-03-17",
      "measurement_criterion": "Public video posted by Figure or Brett Adcock showing a Figure 02/03 robot performing a physical assembly task (placing, screwing, transferring) on what is identified as the BotQ manufacturing line"
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.6137692746187193,
  "outside_weight": 0.38623072538128067,
  "posterior_prob": 0.34036225124419284,
  "posterior_logit": 0.3046019514282281,
  "predictor_brier": 0.00405,
  "inside_posterior": 0.5755671148378192,
  "blended_posterior": 0.34036225124419284,
  "reference_class_id": "humanoid_commercial_volume",
  "total_adjusted_llr": -0.21931202232462502,
  "predictor_n_resolved": 6
}
LBP2026-04-30T16:39:51Z62.8%+6.3pp
Network propagation: 56.5% → 62.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z56.5%-7.6pp
reference_class_assigned bayesian_v2 inside=0.920 blend=0.565 w_in=0.53 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z64.1%+7.7pp
Network propagation: 56.4% → 64.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z56.4%-36.2pp
reference_class_assigned bayesian_v2 inside=0.920 blend=0.564 w_in=0.53 humanoid_commercial_volume
legacy v12026-04-29T22:47:08Z92.6%+0.6pp
intake:c130222f-ab93-4d94-b596-5f4dc7adcd0b:weak

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_041
At least 100,000 personal AI robots will be preordered in 20Brett Adcock
42.3%0.9200.050-0.211
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.920+0.105
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.9200.050+0.089
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.9200.050+0.073
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.9200.050+0.060

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq235_019
Fast food chains will bring in humanoid robots very shortly Peter Diamandis
12.8%0.6500.050+0.301
prereq240_037
Amazon Zoox Robotaxi will launch in LA in 2027Peter Diamandis
23.5%0.6500.050+0.194
prereq241_029
Humanoid robot assembly of rockets is beyond current robots Eric Schmidt
27.9%0.6000.050+0.118
prereq236_021
Optimus/humanoid robots to do trades work in 3 to 8 years (EElon Musk
24.0%0.5000.050+0.094
prereq247_043
Humanoid robots will be utterly transformative for 2/3 of USAlex Wissner-Gross
26.2%0.5000.050+0.072

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
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
prereqSEM_041At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).Robotics
correlateS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
correlateS_HUMANOID_FACTORY_2026Humanoid R1: 10K+ factory units by Nov 2026humanoid_deployment
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_019Fast food chains will bring in humanoid robots very shortly to replace workers.Robotics
prereq240_037Amazon Zoox Robotaxi will launch in LA in 2027Auto/Transport
prereq241_029Humanoid robot assembly of rockets is beyond current robots for a long timeRobotics
prereq247_043Humanoid robots will be utterly transformative for 2/3 of US services sectorRobotics
prereq236_021Optimus/humanoid robots to do trades work in 3 to 8 years (Elon's vision)Robotics

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importFigure opened BotQ facility March 2025 capable of 12,000 units/year; 'robots building robots' on Baku lines underway per Adcock Apr 2026 statements.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.692manifoldWill 2+ bots beat master league in 2026?32%mentionspending2026-05-27
0.651manifoldWill a bot win prize drawing this year?37%mentionspending2026-05-05
0.647manifoldWill I be able to build a bot that achieves #1 on the Gen 9 1v1 ladderboard on Pokemon Showdown before the end of 2026?38%mentionspending2026-05-12
0.616github_releasehuggingface/transformers v4.57.4mentionspending2026-01-13
0.616manifoldWill Mr. Beast run a red button vs. blue button video by the end of the year?35%mentionspending2026-04-30
0.600github_releasehuggingface/transformers v4.57.5mentionspending2026-01-13
0.600polymarketWill Racing Bulls be the 2026 F1 Constructors' Champion?0%mentionspending2025-12-08
0.597polymarketWill France, UK, or Germany strike Iran by June 30?2%mentionspending2026-02-16
0.595polymarketDota 2: Aurora vs Team Yandex (BO3) - BLAST Slam Playoffs46%mentionspending2026-06-02
0.592github_releasehuggingface/transformers v5.10.2mentionspending2026-06-04

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "So whenever there's a lot of humans, when do we start seeing robots building robots? Um, we will put robots on our Baku lines this year. Okay. Um, and then phasing like basically like phasing humans out of there will be a combination of getting more robots there and doing more high volume like automation over in Baky.",
  "to_year": 2026,
  "verbatim": "When do we start seeing robots building robots? Um, we will put robots on our Baku lines this year.",
  "conv_cues": "we will; factual future tense",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "this year (2026)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "prereq",
      "label": "At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).",
      "status": "partial",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_041",
      "expected_date": "2025-11-30",
      "observed_date": "2025-11-30"
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure publicly demonstrates a robot performing assembly task on BotQ line",
      "notes": "Figure has historically posted demo videos every 2-3 months. Adcock teased BotQ for H2-2026 in late-2025 statements.",
      "source": "Brett Adcock's X/Twitter account (@adcock_brett), Figure AI blog (figure.ai/news), tech press (TechCrunch, The Information)",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "2026-03-17",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-04-30",
        "from": "2026-02-01"
      },
      "measurement_criterion": "Public video posted by Figure or Brett Adcock showing a Figure 02/03 robot performing a physical assembly task (placing, screwing, transferring) on what is identified as the BotQ manufacturing line"
    },
    {
      "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": -5,
      "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": -4,
      "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": -3,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure announces new funding round or BotQ-specific partner",
      "notes": "Tracking signal — funding cadence reflects external confidence in BotQ trajectory.",
      "source": "TechCrunch, The Information, Bloomberg, SEC Form D filings",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.65,
      "expected_date": "2026-06-15",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-09-30",
        "from": "2026-03-01"
      },
      "measurement_criterion": "Public announcement of new equity round, strategic investor, or named BotQ supply-chain partner (component manufacturer, factory automation company)"
    },
    {
      "kind": "llm_pre_event",
      "label": "First Figure robot officially deployed at BotQ
... (truncated)