Figure will ship a figure with 'personality' the user can talk to and that remembers, over the next year or two.
Predictor: Brett Adcock · ep#229 "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229" · source
Prediction text
Figure will ship a figure with 'personality' the user can talk to and that remembers, over the next year or two. | Yeah. And um we've been really focused on getting the core building blocks built. But like over the next year or two, I think you'll see us um I think I just want a robot in my home I can talk to like remember things. Talk to my kids.
Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count
Verbatim quote
Yeah. And um we've been really focused on getting the core building blocks built. But like over the next year or two, I think you'll see us um I think I just want a robot in my home I can talk to like remember things. Talk to my kids.
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
- 2026-04-30partialFigure 03 ships with persistent memory feature accessible to home usersHow: Figure 03 (or successor) shipped to alpha home customers (Brookfield etc.) with documented voice/personality interface and demonstrable cross-session memory of user preferences, schedules, locations of itemsSource: Time magazine — Figure 03 reveal explicitly notes memory feature; Brett Adcock confirms 'we want unsupervised multi-day tasks in homes' for 2026conf 85%Notes: PARTIAL — Figure 03 unveiled with memory architecture, but full home deployment with conversational personality + persistent memory at user-facing scale not yet shipped. Adcock 2026 Twitter prediction explicit.
- 2026-04-01 → 2027-06-30pendingVoice-agent persistent-memory consumer norm reaches inflection (cascade enabler)How: ChatGPT, Claude, Gemini, Hark all ship persistent cross-session memory enabled by default for >100M MAU — establishes social norm Figure leveragesSource: OpenAI memory rollout 2025; Anthropic Claude memory 2026; Hark personal-intelligence framing 2026conf 80%Notes: Cascade — broader 'AI remembers you' UX makes the robot version less radical.
- 2026-06-01 → 2027-12-31pendingBrookfield home pilot publishes end-to-end demonstration: arrival, multi-day task, family interactionHow: Figure releases multi-day Brookfield home video showing autonomous task completion + family-style conversational interaction without scripted promptsSource: Project Go-Big — Figure already collecting passive egocentric video from Brookfield homesconf 55%
- 2026-06-01 → 2028-06-30pendingHark (Adcock's new AI venture) ships personality/memory layer integrated with Figure robotsHow: Hark publicly demonstrates a personal-intelligence product line that integrates with Figure 03 in homes — specifically conversational voice with cross-session memory and named personalitySource: The Information / RoboHorizon — Adcock launched Hark with $100M funding to build 'personal intelligence' bespoke hardware, March 2026conf 55%
- 2026-09-01 → 2028-10-31pendingChildren-safe interaction mode demonstrated publiclyHow: Figure publishes video or research disclosure of robot interacting safely with children in home setting, with explicit safety guard rails (Helix policy constraints, force limits)Source: Adcock's quote explicitly: 'talk to my kids' — direct verification targetconf 30%
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 | +0.055 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.500 | +0.032 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.500 | 0.050 | -0.022 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.500 | 0.050 | -0.016 |
| killer | TK14 Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | 20.0% | 0.050 | 0.500 | +0.010 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 246_017 Europa Clipper will arrive at Jupiter in 2030, conducting 50 — Peter Diamandis | 37.7% | 0.650 | 0.050 | -0.083 |
| prereq | 247_035 Dario Amodei will solve most/all neurological diseases by en — Dario Amodei | 38.8% | 0.700 | 0.050 | -0.073 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.062 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.057 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.033 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| 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 | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 247_035 | Dario Amodei will solve most/all neurological diseases by end of decade | Biotech/Longevity | — |
| prereq | 246_017 | Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa. | Space | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
Linked documents (2)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.570 | manifold | Skeletor is gonna reference the meme “until we meet again”? | 79% | mentions | pending | 2026-06-02 |
| 0.554 | manifold | How many people will say happy birthday to me? [Gapped Buckets] | — | mentions | pending | 2026-05-08 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
"mode": "PREDICTION",
"role": "Guest-CEO",
"context": "over the next year or two, I think you'll see us um I think I just want a robot in my home I can talk to like remember things. Talk to my kids.",
"to_year": 2028,
"verbatim": "Yeah. And um we've been really focused on getting the core building blocks built. But like over the next year or two, I think you'll see us um I think I just want a robot in my home I can talk to like remember things. Talk to my kids.",
"conv_cues": "I think",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "next year or two",
"conv_level": "MEDIUM",
"milestones": [
{
"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": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_042",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "238_009",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "llm_pre_event",
"label": "Figure 03 ships with persistent memory feature accessible to home users",
"notes": "PARTIAL — Figure 03 unveiled with memory architecture, but full home deployment with conversational personality + persistent memory at user-facing scale not yet shipped. Adcock 2026 Twitter prediction explicit.",
"source": "Time magazine — Figure 03 reveal explicitly notes memory feature; Brett Adcock confirms 'we want unsupervised multi-day tasks in homes' for 2026",
"status": "partial",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.85,
"source_url": "https://time.com/7324233/figure-03-robot-humanoid-reveal/",
"expected_date": "2026-11-14",
"observed_date": "2026-04-30",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-04-01"
},
"measurement_criterion": "Figure 03 (or successor) shipped to alpha home customers (Brookfield etc.) with documented voice/personality interface and demonstrable cross-session memory of user preferences, schedules, locations of items"
},
{
"kind": "llm_post_event",
"label": "Voice-agent persistent-memory consumer norm reaches inflection (cascade enabler)",
"notes": "Cascade — broader 'AI remembers you' UX makes the robot version less radical.",
"source": "OpenAI memory rollout 2025; Anthropic Claude memory 2026; Hark personal-intelligence framing 2026",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.8,
"expected_date": "2026-11-14",
"research_origin": "training",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-04-01"
},
"measurement_criterion": "ChatGPT, Claude, Gemini, Hark all ship persistent cross-session memory enabled by default for >100M MAU — establishes social norm Figure leverages"
},
{
... (truncated)