← Cockpit
229_040predictionRoboticsAI-scaling

When Figure robots work on unloading the dishwasher, they're within a 'millimeter' of every other task because it's all just data.

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

Prior probability
55.0%
Current probability
43.5%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2028-11-30
Edges in / out
6 / 0
Tickers exposed
37

Prediction text

When Figure robots work on unloading the dishwasher, they're within a 'millimeter' of every other task because it's all just data. | if you did it purely, it's nothing but a neural net and it's purely trained. That means you're within a millimeter of every task you could possibly define. You feel like the millimeter here is just data.

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"
if you did it purely, it's nothing but a neural net and it's purely trained. That means you're within a millimeter of every task you could possibly define. You feel like the millimeter here is just data.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
Calibration plot (stated vs observed)

Evidence about this node from Dave Blundin 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 = 43.5%

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: 1 fired ✓ · 6 pending
  1. 2026-01-28hitFigure publicly demonstrates Helix-class robot performing distinct household task (dishwasher loading)
    How: Figure releases unedited video of Helix 02 humanoid autonomously unloading and reloading dishwasher with no teleoperation. Achieved Jan 28, 2026 — 4-minute unedited video, 61 actions, no resets.
    Source: Figure AI Helix 02 announcement Jan 28, 2026; eWeek coverageconf 95%
    Notes: Direct match for Blundin's reference to Figure dishwasher task. The 'within a millimeter' generalization claim is the harder downstream test.
  2. 2026-10-06pendingQ1 window check-in (25%)
  3. 2027-03-15pendingQ2 window check-in (50%)
  4. 2026-06-01 → 2027-12-31pendingFigure or competitor demonstrates Helix-class robot performing >=3 distinct novel household tasks not in training set
    How: Public unedited video of single robot completing >=3 distinct household tasks (laundry, cooking prep, cleaning, toy retrieval) where research lab discloses tasks were NOT in training data. Tests 'within a millimeter' generalization claim.
    Source: CES 2026 humanoid demos washing dishes / laundry; Figure scaling pipelineconf 55%
  5. 2026-06-01 → 2027-12-31pendingFigure ships paid commercial home-deployment beta
    How: Figure (or close competitor 1X, Apptronik, Tesla Optimus) sells/leases robots into >=10 paying private homes with public verification
    Source: Figure $39B valuation 2025-2026 commercial roadmapconf 40%
  6. 2026-06-01 → 2027-12-31pendingRobotics academic paper demonstrates 'one neural net, many tasks' generalization beating task-specific baselines
    How: ICRA / RSS / CoRL paper or major arXiv preprint shows single foundation-model policy beating task-specific RL baselines on >=5 distinct manipulation tasks. Empirical proof of Blundin's 'just data' claim.
    Source: Helix architecture; OpenAI / DeepMind / NVIDIA Project GR00T reportsconf 65%
  7. 2027-08-22pendingQ3 window check-in (75%)
  8. 2027-06-01 → 2028-12-31pendingFigure / 1X / Apptronik raise revenue >$500M annualized from humanoid sales
    How: At least one humanoid OEM discloses annualized revenue >$500M (vs <$50M as of 2025). Confirms commercial generalization.
    Source: Figure, 1X, Apptronik 2025-2026 disclosuresconf 40%
  9. 2028-06-01 → 2030-12-31pendingCascade: Humanoid robot installed base >100K units globally
    How: Industry analyst (IFR, Goldman Sachs robotics) confirms >=100K humanoid robots deployed worldwide. Confirms 'data flywheel' has crossed a takeoff threshold.
    Source: IFR World Robotics 2025-2026; Goldman Sachs humanoid TAMconf 45%

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: 43%)

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
LBP2026-05-10T02:00:02Z43.5%-1.3pp
Network propagation: 44.8% → 43.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z44.8%-2.6pp
Network propagation: 47.5% → 44.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z47.5%-2.6pp
Network propagation: 50.0% → 47.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z50.0%-5.0pp
Network propagation: 55.0% → 50.0%
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
prereqS_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
50.0%0.5500.050-0.135
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.065
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.550-0.060
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.550+0.055
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.550+0.040

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (6)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.617manifoldRobots reliably do my laundry by?mentionspending2026-05-19

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "THESIS",
  "role": "Host",
  "context": "The thing is when you when you make it work on unloading the dishwasher, people don't realize how close that is to working on every other task... if you did it purely, it's nothing but a neural net and it's purely trained. That means you're within a millimeter of every task you could possibly define.",
  "verbatim": "if you did it purely, it's nothing but a neural net and it's purely trained. That means you're within a millimeter of every task you could possibly define. You feel like the millimeter here is just data.",
  "direction": "HAPPEN",
  "timeframe": "future (unspecified)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Figure publicly demonstrates Helix-class robot performing distinct household task (dishwasher loading)",
      "notes": "Direct match for Blundin's reference to Figure dishwasher task. The 'within a millimeter' generalization claim is the harder downstream test.",
      "source": "Figure AI Helix 02 announcement Jan 28, 2026; eWeek coverage",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.figure.ai/news/helix-02",
      "expected_date": "2026-01-28",
      "observed_date": "2026-01-28",
      "research_origin": "deep_research",
      "measurement_criterion": "Figure releases unedited video of Helix 02 humanoid autonomously unloading and reloading dishwasher with no teleoperation. Achieved Jan 28, 2026 — 4-minute unedited video, 61 actions, no resets."
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-10-06",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-03-15",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure or competitor demonstrates Helix-class robot performing >=3 distinct novel household tasks not in training set",
      "source": "CES 2026 humanoid demos washing dishes / laundry; Figure scaling pipeline",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.homesandgardens.com/solved/ces-2026-ai-humanoid-robots-wash-your-dishes-do-laundry",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Public unedited video of single robot completing >=3 distinct household tasks (laundry, cooking prep, cleaning, toy retrieval) where research lab discloses tasks were NOT in training data. Tests 'within a millimeter' generalization claim."
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure ships paid commercial home-deployment beta",
      "source": "Figure $39B valuation 2025-2026 commercial roadmap",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.4,
      "source_url": "https://ahr.so/figure-ai-39b-bet-helix-02-proves-humanoids-can-work-not-just-walk/",
      "expected_date": "2027-03-17",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Figure (or close competitor 1X, Apptronik, Tesla Optimus) sells/leases robots into >=10 paying private homes with public verification"
    },
    {
      "kind": "llm_pre_event",
      "label": "Robotics academic paper demonstrates 'one neural 
... (truncated)