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229_029predictionRoboticshumanoids

Humanoid robots could become safer than humans by a large margin, similar to autonomous cars.

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

Prior probability
50.0%
Current probability
33.0%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
4 / 0
Tickers exposed
29

Prediction text

Humanoid robots could become safer than humans by a large margin, similar to autonomous cars. | I mean they could be safer than humans by a large margin just like autonomous cars are safer than humans end of the day. Yeah. These have like super human perception.

Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count; Waymo 1M rides/wk (end-2026); Tesla Robotaxi scaling; NHTSA AV rules

Verbatim quote

From episode "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229"
I mean they could be safer than humans by a large margin just like autonomous cars are safer than humans end of the day. Yeah. These have like super human perception.

Resolution evidence

Status: pending

Figure safety claim; no mass deployment to measure.

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: humanoid_commercial_volume

Linked via embedding similarity 0.573

>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut

Base rate
10.0%
0/3 historical
Inside weight
Outside weight
no pull
inside 33.0% → blend 33.0% 0.0pp)

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

6 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 33.0%

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: 2 fired ✓ · 7 pending
  1. 2025-12-31hitUnitree ships >5,500 humanoid units in 2025 establishing volume baseline
    How: Unitree fiscal disclosure or industry tracker showing >=5000 humanoid units shipped
    Source: deep_research_enrichedconf 85%
  2. 2026-04-30hitFigure 02 reaches 1,250+ operational hours at BMW Spartanburg with multi-shift work
    How: Figure or BMW disclosure of >=1000 hours operational deployment in production-line context
    Source: deep_research_enrichedconf 92%
  3. 2027-01-19pendingQ1 window check-in (25%)
  4. 2026-06-01 → 2027-12-31pendingFirst humanoid-robot deployment with active human co-working (no isolation barrier)
    How: Public deployment of humanoid robot in setting with active human co-workers within shared work envelope (not just demo)
    Source: llm_enrichedconf 55%
  5. 2027-10-10pendingQ2 window check-in (50%)
  6. 2027-01-01 → 2028-12-31pendingISO/IEC publishes humanoid-specific safety standard (analogous to ISO 13482 for service robots)
    How: ISO publishes humanoid-specific functional safety standard with measurable injury-rate threshold
    Source: llm_enrichedconf 45%
  7. 2027-06-01 → 2028-12-31pendingFirst independent dataset shows humanoid-robot injury rate <=10% of human-equivalent task injury rate
    How: OSHA or industry-association data showing humanoid-attributed injury per million hours <=10% of human baseline for matched task category
    Source: llm_enrichedconf 40%
  8. 2028-06-30pendingQ3 window check-in (75%)
  9. 2028-01-01 → 2029-03-22pendingInsurance industry creates dedicated workers-comp/liability product class for humanoid-robot deployers
    How: Major insurance carrier launches humanoid-robot-specific workers-comp/liability product with risk-based pricing
    Source: llm_enrichedconf 45%

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 33%)

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
LBP2026-05-10T02:00:02Z33.0%+1.5pp
Network propagation: 31.5% → 33.0%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z31.5%+2.8pp
Network propagation: 28.7% → 31.5%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z28.7%+11.0pp
Network propagation: 17.7% → 28.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z17.7%-11.0pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.177 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z28.7%+11.0pp
Network propagation: 17.7% → 28.7%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z17.7%-32.3pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.177 w_in=0.30 humanoid_commercial_volume

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_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
20.0%0.5000.050-0.190
killerTK06
China-Taiwan Military Conflict
8.0%0.0500.500+0.134
killerTK11
Autonomous Regulatory Block (Level 4 Halt)
10.0%0.0500.500+0.125
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.500+0.071

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK11Autonomous Regulatory Block (Level 4 Halt)
killerTK06China-Taiwan Military Conflict

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "safer by a large margin",
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "I mean they could be safer than humans by a large margin just like autonomous cars are safer than humans end of the day.",
  "verbatim": "I mean they could be safer than humans by a large margin just like autonomous cars are safer than humans end of the day. Yeah. These have like super human perception.",
  "conv_cues": "could be",
  "direction": "HAPPEN",
  "timeframe": "future (unspecified)",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Unitree ships >5,500 humanoid units in 2025 establishing volume baseline",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.evsint.com/humanoid-robots-industrial-manufacturing-2026/",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Unitree fiscal disclosure or industry tracker showing >=5000 humanoid units shipped"
    },
    {
      "kind": "llm_pre_event",
      "label": "Figure 02 reaches 1,250+ operational hours at BMW Spartanburg with multi-shift work",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.evsint.com/humanoid-robots-industrial-manufacturing-2026/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Figure or BMW disclosure of >=1000 hours operational deployment in production-line context"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2027-01-19",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First humanoid-robot deployment with active human co-working (no isolation barrier)",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Public deployment of humanoid robot in setting with active human co-workers within shared work envelope (not just demo)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2027-10-10",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "ISO/IEC publishes humanoid-specific safety standard (analogous to ISO 13482 for service robots)",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2028-01-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "ISO publishes humanoid-specific functional safety standard with measurable injury-rate threshold"
    },
    {
      "kind": "llm_pre_event",
      "label": "First independent dataset shows humanoid-robot injury rate <=10% of human-equivalent task injury rate",
      "source": "llm_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2028-03-16",
      "research_origin": "training",
      "expec
... (truncated)