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236_020predictionRoboticshumanoids

No robot plumbers or HVAC repair people anytime soon

Predictor: Andrew Yang · ep#236 "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236" · source

Prior probability
60.0%
Current probability
30.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
2 / 0
Tickers exposed
29

Prediction text

No robot plumbers or HVAC repair people anytime soon | We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.

Verbatim quote

From episode "Andrew Yang: UBI Before UHI, Solving Job Loss, and the Future of Work | #236"
We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.

Predictor: Andrew Yang

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0178
excellent
Hits / Misses
0 / 0
of 3 resolved
Hit rate
0.0%
Calibration plot (stated vs observed)

Evidence about this node from Andrew Yang 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

6 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-102026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 30.9%

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 ✓ · 5 pending
  1. 2026-04-30hitRobotLAB / industry consensus: commercial robot plumber 'by end of decade'
    How: Major robotics industry analyst publicly forecasts first commercially viable robot plumber not until end of decade (i.e. 2029-2030)
    Source: RobotLAB — Robotics in 2026: Predicting The Top 7 Trendsconf 85%
    Notes: HIT — RobotLAB explicitly forecasts robot plumber 'by end of decade'. Aligns with Yang's 'not anytime soon' framing for SEM_020 window 2026-2030.
  2. 2025-09-01 → 2026-12-31pending1X Neo housekeeper at $20K reaches consumer market
    How: 1X Technologies Neo home robot ships to first paying customers at announced ~$20K price point
    Source: Fortune — Neo robot housekeeper for $20K (Oct 2025)conf 60%
    Notes: Cascade — provides counter-data to Yang's claim. Neo is housekeeper, not plumber/HVAC, but it's the closest marker. Note: still requires human teleoperator per Fortune coverage.
  3. 2027-02-14pendingQ1 window check-in (25%)
  4. 2026-04-01 → 2027-12-31pendingHumanoid dexterous-manipulation benchmark fails plumbing tasks
    How: Public humanoid demonstration (Figure, 1X, Tesla, Apptronik, Boston Dynamics) fails to complete a structured plumbing or HVAC repair task end-to-end without remote operator assist
    Source: Wins Solutions — Humanoid Robots 2025-2026 reality vs hypeconf 75%
    Notes: Plumbing requires fine dexterous manipulation in cluttered/unpredictable environments — exactly the gap robots have today.
  5. 2027-12-02pendingQ2 window check-in (50%)
  6. 2028-09-18pendingQ3 window check-in (75%)
  7. 2029-01-01 → 2031-06-30pendingFirst commercially viable humanoid trades robot reaches market
    How: Humanoid robot specifically marketed and sold for skilled-trades use (plumbing, HVAC, electrical) at price <$50K reaches first commercial customers
    Source: Anticipated — Figure, 1X, Apptronik commercial roadmapsconf 30%
    Notes: If hits before 2030, partially undermines Yang's claim. If hits 2030+, confirms it.
  8. 2026-04-01 → 2034-12-31pendingBLS HVAC employment grows 8% (2024-2034) per official projection
    How: BLS Occupational Outlook Handbook continues to project HVAC technician growth ~8% through 2034 with ~40,100 openings/year — implying robot-displacement assumption is NOT in baseline
    Source: Trade-Schools.net — Will AI Replace Skilled Trades? (citing BLS)conf 95%
    Notes: BLS not pricing in robot HVAC repair displacement = direct quantitative validation of Yang's 'not anytime soon' framing.

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: 31%)

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
LBP2026-05-24T02:00:02Z30.9%-1.2pp
Network propagation: 32.1% → 30.9%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z32.1%-2.5pp
Network propagation: 34.6% → 32.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z34.6%-5.4pp
Network propagation: 40.0% → 34.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z40.0%-11.1pp
Network propagation: 51.2% → 40.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z51.2%-3.0pp
Network propagation: 54.2% → 51.2%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z54.2%-5.8pp
Network propagation: 60.0% → 54.2%
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
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.600+0.170
prereqS_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
20.0%0.6000.050-0.149

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=toE56X2h0wk",
  "mode": "PREDICTION",
  "role": "Guest-Politician",
  "context": "Elon might disagree with me but like you know I'm pretty confident I'm right. We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon. Like all of the old buildings will still need electricians of which there's a massive shortage.",
  "verbatim": "We're not going to have a robot plumber anytime soon. We're not going to have a robot HVAC repair um person anytime soon.",
  "conv_cues": "pretty confident I'm right; not going to have",
  "direction": "NOT_HAPPEN",
  "timeframe": "Not anytime soon",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "RobotLAB / industry consensus: commercial robot plumber 'by end of decade'",
      "notes": "HIT — RobotLAB explicitly forecasts robot plumber 'by end of decade'. Aligns with Yang's 'not anytime soon' framing for SEM_020 window 2026-2030.",
      "source": "RobotLAB — Robotics in 2026: Predicting The Top 7 Trends",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.robotlab.com/group/blog/robotics-in-2026-predicting-the-top-7-trends-of-the-year/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Major robotics industry analyst publicly forecasts first commercially viable robot plumber not until end of decade (i.e. 2029-2030)"
    },
    {
      "kind": "llm_post_event",
      "label": "1X Neo housekeeper at $20K reaches consumer market",
      "notes": "Cascade — provides counter-data to Yang's claim. Neo is housekeeper, not plumber/HVAC, but it's the closest marker. Note: still requires human teleoperator per Fortune coverage.",
      "source": "Fortune — Neo robot housekeeper for $20K (Oct 2025)",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://fortune.com/2025/10/31/neo-robot-automation-housekeeper-1x-technologies-humanoid-remote-operator-is-here-blue-collar-jobs-artifical-intelligence/",
      "expected_date": "2026-05-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2025-09-01"
      },
      "measurement_criterion": "1X Technologies Neo home robot ships to first paying customers at announced ~$20K price point"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-02-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Humanoid dexterous-manipulation benchmark fails plumbing tasks",
      "notes": "Plumbing requires fine dexterous manipulation in cluttered/unpredictable environments — exactly the gap robots have today.",
      "source": "Wins Solutions — Humanoid Robots 2025-2026 reality vs hype",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://www.winssolutions.org/humanoid-robots-2025-2026-reality-hype/",
      "expected_date": "2027-02-14",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Public humanoid demonstration (Figure, 1X, Tesla, Apptronik, Boston Dynamics) fails to complete a structured plumbing or HVAC repair task end-to-end without remote operator assist"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,

... (truncated)