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
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
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
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 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.
- 2026-10-06pendingQ1 window check-in (25%)
- 2027-03-15pendingQ2 window check-in (50%)
- 2026-06-01 → 2027-12-31pendingFigure or competitor demonstrates Helix-class robot performing >=3 distinct novel household tasks not in training setHow: 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%
- 2026-06-01 → 2027-12-31pendingFigure ships paid commercial home-deployment betaHow: Figure (or close competitor 1X, Apptronik, Tesla Optimus) sells/leases robots into >=10 paying private homes with public verificationSource: Figure $39B valuation 2025-2026 commercial roadmapconf 40%
- 2026-06-01 → 2027-12-31pendingRobotics academic paper demonstrates 'one neural net, many tasks' generalization beating task-specific baselinesHow: 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%
- 2027-08-22pendingQ3 window check-in (75%)
- 2027-06-01 → 2028-12-31pendingFigure / 1X / Apptronik raise revenue >$500M annualized from humanoid salesHow: 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%
- 2028-06-01 → 2030-12-31pendingCascade: Humanoid robot installed base >100K units globallyHow: 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?
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
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | S_HUMANOID_ENTERPRISE_2028 Humanoid R2: 100K+ enterprise by Nov 2028 | 50.0% | 0.550 | 0.050 | -0.135 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.065 |
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.550 | -0.060 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.550 | +0.055 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.550 | +0.040 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.617 | manifold | Robots reliably do my laundry by? | — | mentions | pending | 2026-05-19 |
Raw metadata
{
"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%)",
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"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)