← Cockpit
229_025predictionRoboticsAI-timing

Competitors that can match Figure's current capabilities are at least two years behind.

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

Prior probability
55.0%
Current probability
46.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2028-01-01 – 2028-09-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

Competitors that can match Figure's current capabilities are at least two years behind. | And so that if that's the marker, it's whenever somebody can do the Kurig test for a couple minutes with uncut film and I can like watch it closed loop do it with ban even not even just standing. Um that's you're two years away from where we're at.

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"
And so that if that's the marker, it's whenever somebody can do the Kurig test for a couple minutes with uncut film and I can like watch it closed loop do it with ban even not even just standing. Um that's you're two years away from where we're at.

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

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 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.3%

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: 6 fired ✓ · 4 pending
  1. 2025-10-31hitFigure 03 ships with embedded palm cameras + visuomotor neural net (capability bar)
    How: Figure 03 reveal documents palm-cam manipulation + closed-loop visuomotor stack shipping in production unit
    Source: https://time.com/7324233/figure-03-robot-humanoid-reveal/conf 95%
    Notes: HIT — Figure 03 reveal sets the capability bar competitors must now match for Adcock's two-year claim.
  2. 2026-09-30pendingNo competitor demonstrates closed-loop coffee/Keurig task with uncut footage by mid-2026
    How: Through Q3 2026, no Tesla Optimus / 1X / Agility / Unitree / Apptronik public demo shows multi-minute uncut closed-loop manipulation comparable to Figure 02/03 Keurig demo
    Source: https://blog.robozaps.com/b/best-humanoid-robotsconf 70%
    Notes: Adcock's specific bar — uncut closed-loop manipulation, not stitched demos.
  3. 2026-06-01 → 2027-06-30pendingPublic benchmark/leaderboard for humanoid manipulation parity established
    How: Stanford / DeepMind / Meta or industry consortium publishes standardized closed-loop manipulation benchmark for humanoid robots
    Source: https://www.humanoidsdaily.com/news/the-shape-of-scale-new-figure-production-data-hints-at-exponential-ramp-upconf 50%
    Notes: Without a benchmark, Adcock's 'two years behind' claim is hard to falsify.
  4. 2026-09-01 → 2027-06-30pendingFigure unseen-home generalization demo (voice command in unfamiliar setting)
    How: Figure publicly demonstrates a Figure 03 unit performing voice-commanded tasks in a previously-unseen home, uncut footage
    Source: https://www.humanoidsdaily.com/news/figure-ceo-claims-general-purpose-robots-arriving-next-yearconf 55%
    Notes: Cascade — if Figure achieves this, it raises the bar competitors must clear, extending the gap.
  5. 2027-06-01 → 2028-06-30pendingTesla Optimus Gen 3 / 1X / Agility public demo matches Figure 03 capability profile
    How: Independent reviewer (Humanoids Daily, IEEE Spectrum) confirms competitor humanoid achieves uncut closed-loop manipulation parity with Figure 03 capabilities
    Source: https://www.humanoidsdaily.com/news/figure-ceo-claims-general-purpose-robots-arriving-next-yearconf 55%

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: 46%)

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
LBP2026-05-10T02:00:02Z46.3%-1.1pp
Network propagation: 47.4% → 46.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.4%-1.7pp
Network propagation: 49.1% → 47.4%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z49.1%-2.4pp
Network propagation: 51.5% → 49.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.5%-3.5pp
Network propagation: 55.0% → 51.5%
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
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.5500.050-0.081
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5500.050-0.049
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.5500.050-0.044
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.042
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.037

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.054
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.042
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.033
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.024
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.009

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.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_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
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
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

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2028-12-31[Robotics 2028-12] eployment integration cost disclosures. [229_025] Figure 03 shipment volume; BMW, 2nd customer deployment count [229_009] Figure 03 shipment volume; BMW, 2nd customer deployment countpending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.604polymarketO/U 1.5 Rounds45%mentionspending2026-05-31
0.602polymarketO/U 2.5 Rounds49%mentionspending2026-05-31
0.597polymarketO/U 2.5 Rounds53%mentionspending2026-04-18
0.596polymarketO/U 2.5 Rounds56%mentionspending2026-04-18
0.593polymarketMap Handicap: FURIA (-1.5) vs GamerLegion (+1.5)0%mentionspending2026-04-09
0.591polymarketMap Handicap: VIT (-1.5) vs G2 (+1.5)0%mentionspending2026-04-29
0.590polymarketCounter-Strike: Vitality vs G2 (BO3) - BLAST Rivals Group A100%mentionspending2026-04-29
0.586polymarketGauff vs. Svitolina: Match O/U 21.5100%mentionspending2026-05-15
0.586polymarketCounter-Strike: Passion UA vs FOKUS (BO3) - Stake Ranked Episode 2: Closed Qualifier Playoffs0%mentionspending2026-04-27
0.585polymarketMap Handicap: FURIA (-1.5) vs FaZe (+1.5)0%mentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "2 years behind",
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "context": "work today and the work we showed two years ago has never been done in our mind whether any other human or company in history. And so that if that's the marker, it's whenever somebody can do the Kurig test for a couple minutes with uncut film and I can like watch it closed loop do it with ban even not even just standing. Um that's you're two years away from where we're at.",
  "to_year": 2028,
  "verbatim": "And so that if that's the marker, it's whenever somebody can do the Kurig test for a couple minutes with uncut film and I can like watch it closed loop do it with ban even not even just standing. Um that's you're two years away from where we're at.",
  "conv_cues": "two years away",
  "direction": "HAPPEN",
  "from_year": 2028,
  "timeframe": "two years away (for rivals to catch up)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Figure 03 ships with embedded palm cameras + visuomotor neural net (capability bar)",
      "notes": "HIT — Figure 03 reveal sets the capability bar competitors must now match for Adcock's two-year claim.",
      "source": "https://time.com/7324233/figure-03-robot-humanoid-reveal/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://time.com/7324233/figure-03-robot-humanoid-reveal/",
      "expected_date": "2025-10-31",
      "observed_date": "2025-10-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Figure 03 reveal documents palm-cam manipulation + closed-loop visuomotor stack shipping in production unit"
    },
    {
      "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": -9,
      "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": -8,
      "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": -7,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic will exceed OpenAI in revenue this year (2026).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "235_002",
      "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": -5,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "No competitor demonstrates closed-loop coffee/Keurig task with uncut footage by mid-2026",
      "notes": "Adcock's specific bar — uncut closed-loop manipulation, not stitched demos.",
      "source": "https://blog.robozaps.com/b/best-humanoid-robots",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://blog.robozaps.com/b/best-humanoid-robots",
      "expected_date": "2026-09-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Through Q3 2026, no Tesla Optimus / 1X / Agility /
... (truncated)