By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months.
Predictor: Brett Adcock · ep#229 "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229" · source
Prediction text
By next year (2027), Figure expects to show real general purpose capability inside the robot; possibly within months. | So I think we'll see like we're trying to push and continue to pull ahead but I think hopefully by next year by next year we can basically really show like real general purpose inside of the robot. Maybe even as soon as this year like um I mean listen it could happen in a couple months.
Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count
Verbatim quote
So I think we'll see like we're trying to push and continue to pull ahead but I think hopefully by next year by next year we can basically really show like real general purpose inside of the robot. Maybe even as soon as this year like um I mean listen it could happen in a couple months.
Predictor: Brett Adcock
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
>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut
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
Milestone chain
- 2026-03-31hitFigure ships >1 humanoid per hour rate, 350+ Figure 02 units delivered (24x ramp in 4 months)How: Public Figure announcement or press confirming production cadence ≥ 1 robot/hour and cumulative deliveries ≥ 350Source: deep_research_enrichedconf 85%
- 2026-06-30pendingFigure 02 sustained autonomous operation milestone (≥ 4-5 hr continuous neural-net runtime in unstructured tasks)How: Demo video or technical post documenting ≥4 hr continuous autonomous operation across logistics/kitchen/manufacturing without human interventionSource: deep_research_enrichedconf 70%
- 2026-09-01 → 2027-02-28pendingFigure 03 (next-gen platform) public unveil or technical previewHow: Figure publishes new robot generation reveal (Figure 03 or successor) showing improvements over Figure 02 form factorSource: deep_research_enrichedconf 55%
- 2026-10-01 → 2027-06-30pendingFigure demonstrates multi-task generalization in an unseen home environment for ≥ 1 dayHow: Public demo or peer-reviewed blog: robot dropped into a previously unseen home, completing varied household tasks for full day with minimal human interventionSource: deep_research_enrichedconf 45%
- 2027-01-01 → 2027-09-30pendingFigure home pilot expansion announcement ("tens of units" deployed to non-employee households)How: Figure announces home pilot scaling to tens of units in real homes, distinct from internal employee testingSource: deep_research_enrichedconf 40%
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 |
|---|---|---|---|---|---|
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.070 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.500 | +0.061 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.500 | 0.050 | +0.048 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.500 | +0.048 |
| prereq | SEM_011 Nvidia became the world's first $5 trillion company (late 20 — Jensen Huang | 85.5% | 0.500 | 0.050 | +0.047 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 248_033 Superhuman AI will make BCI-enhanced humans irrelevant compa — Dave Blundin | 36.7% | 0.600 | 0.050 | -0.102 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.094 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.077 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.062 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.051 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (13)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| correlate | S_HUMANOID_CONSUMER_2030 | Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | — |
| correlate | S_HUMANOID_MASS_2033 | Humanoid R4: 10M+ cumulative by Dec 2033 | humanoid_deployment | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| 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 (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 248_033 | Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today. | AI | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2027-12-31 | [Robotics 2027-12] ume; BMW, 2nd customer deployment count [229_026] Figure 03 shipment volume; BMW, 2nd customer deployment count | pending |
Linked documents (10)
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
"mode": "FORECAST",
"role": "Guest-CEO",
"context": "hopefully by next year by next year we can basically really show like real general purpose inside of the robot. Maybe even as soon as this year like um I mean listen it could happen in a couple months.",
"to_year": 2027,
"verbatim": "So I think we'll see like we're trying to push and continue to pull ahead but I think hopefully by next year by next year we can basically really show like real general purpose inside of the robot. Maybe even as soon as this year like um I mean listen it could happen in a couple months.",
"conv_cues": "hopefully; I think; could happen",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "hopefully by next year (2027), maybe this year (2026)",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Figure ships >1 humanoid per hour rate, 350+ Figure 02 units delivered (24x ramp in 4 months)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.theresarobotforthat.com/figure-now-ships-1-humanoid-per-hour/",
"expected_date": "2026-03-31",
"observed_date": "2026-03-31",
"research_origin": "deep_research",
"measurement_criterion": "Public Figure announcement or press confirming production cadence ≥ 1 robot/hour and cumulative deliveries ≥ 350"
},
{
"kind": "prereq",
"label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
"status": "hit",
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"source_id": "SEM_011",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_027",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
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"weight": 0.5,
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"source_id": "SEM_014",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"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": -4,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"status": "pending",
"weight": 0.5,
"ordinal": -3,
"source_id": "SEM_015",
"expected_date": "2026-06-25",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Figure 02 sustained autonomous operation milestone (≥ 4-5 hr continuous neural-net runtime in unstructured tasks)",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -2,
"source_id": null,
"confidence": 0.7,
"source_url": "https://blog.robozaps.com/b/future-of-humanoid-robots",
"expected_date": "2026-06-30",
"research_origin": "deep_research",
"measurement_criterion": "Demo video or technical post documenting ≥4 hr continuous autonomous operation across logistics/kitchen/manufacturing without human intervention"
},
... (truncated)