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229_011predictionMarkets/Stockseconomy

The humanoid robotics market/economy will be roughly $50 trillion—roughly half of global GDP of human labor.

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
35.8%
evolves via intake + LBP
Conviction
5/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2028-11-30
Edges in / out
9 / 0
Tickers exposed
31

Prediction text

The humanoid robotics market/economy will be roughly $50 trillion—roughly half of global GDP of human labor. | Listen, this is like going to be the largest economy in the world. It's like half a G roughly a little under half a GDP of human labor. $50 trillion. Yeah. This is like the next great place to be.

Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count; BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229"
Listen, this is like going to be the largest economy in the world. It's like half a G roughly a little under half a GDP of human labor. $50 trillion. Yeah. This is like the next great place to be.

Resolution evidence

Status: pending

$50T humanoid market is long-term thesis. No timeline given.

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 0.708

>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 35.8% → blend 35.8% 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

7 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 35.8%

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. 2026-04-15hitFigure 03 production reaches 1 robot/hour cadence (24x throughput vs January)
    How: Figure publicly confirms BotQ production rate of one Figure 03 humanoid every hour
    Source: https://www.humanoidsdaily.com/news/24x-throughput-figure-scales-manufacturing-to-one-robot-per-hourconf 95%
    Notes: HIT — Figure scaled BotQ to 1/hour, key supply-side milestone toward TAM-scale fleet.
  2. 2026-11-04pendingQ1 window check-in (25%)
  3. 2027-05-11pendingQ2 window check-in (50%)
  4. 2027-11-15pendingQ3 window check-in (75%)
  5. 2027-06-01 → 2028-06-30pendingCumulative humanoid robot deployments cross 100,000 units globally
    How: Aggregate Figure + Tesla Optimus + Agility + Unitree + 1X commercial deployments exceed 100,000 units per Humanoids Daily / Bank of America tracker
    Source: https://www.humanoidsdaily.com/news/the-shape-of-scale-new-figure-production-data-hints-at-exponential-ramp-upconf 60%
  6. 2027-06-01 → 2028-12-31pendingHumanoid unit price falls below $30K (SUV-equivalent threshold)
    How: At least one production humanoid OEM lists per-unit price below $30,000 (Adcock's stated SUV-cost target)
    Source: https://www.businesstoday.in/tech-today/news/story/humanoids-cost-as-much-as-an-suv-and-could-soon-replace-humans-brett-adcock-tells-nikhil-kamath-501039-2025-11-06conf 50%
  7. 2027-12-31 → 2028-12-31pendingHumanoid robot sector annual revenue crosses $10B (still <0.05% of $50T claim)
    How: Combined audited revenue of public/private humanoid OEMs exceeds $10B in fiscal year
    Source: https://sacra.com/c/figure-ai/conf 45%
    Notes: Floor check — even bullish 2028 revenue is orders of magnitude below $50T addressable.
  8. 2028-06-01 → 2028-11-30pendingHumanoid TAM addressable wages reach $1T annual run-rate (revenue capture stage)
    How: Sell-side analysts (Goldman, Morgan Stanley, BofA) publish updated TAM models showing addressable annualized labor displacement >$1T
    Source: https://eu.36kr.com/en/p/3517025641535873conf 40%
    Notes: Cascade — Adcock's $50T is end-state TAM; this is the more plausible 2028 checkpoint.

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: 36%)

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
LBP2026-05-17T02:00:01Z35.8%+1.3pp
Network propagation: 34.5% → 35.8%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z34.5%+2.5pp
Network propagation: 31.9% → 34.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z31.9%+4.7pp
Network propagation: 27.2% → 31.9%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z27.2%+9.6pp
Network propagation: 17.7% → 27.2%
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%-9.5pp
reference_class_assigned bayesian_v2 inside=0.500 blend=0.177 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z27.2%+9.6pp
Network propagation: 17.7% → 27.2%
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
killerTK10
$100T Sovereign Debt Crisis
12.0%0.0500.500+0.088
prereqS_HUMANOID_ENTERPRISE_2028
Humanoid R2: 100K+ enterprise by Nov 2028
50.0%0.5000.050-0.083
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.500+0.061
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.500+0.043
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.500+0.030

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

31 ticker(s) linked

Beneficiaries (23)

UDMYBBAISRFMSOUNNVDACOURCRCLDOCNAIADUSGTLBZMAMZNGDDYGOOGLIBMMETAMSFTNFLXORCLRDDTSPOTUBER

Adverse (7)

KKRJNKAPOHYGKREXLYXHB

Prerequisites (9)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_ENTERPRISE_2028Humanoid R2: 100K+ enterprise by Nov 2028humanoid_deployment
correlateS_HUMANOID_FACTORY_2026Humanoid R1: 10K+ factory units by Nov 2026humanoid_deployment
correlateS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
correlateS_HUMANOID_MASS_2033Humanoid R4: 10M+ cumulative by Dec 2033humanoid_deployment
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)
killerTK10$100T Sovereign Debt Crisis

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.567manifoldMina the Hollower MEGAMARKETmentionspending2026-05-16

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$50 trillion",
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "THESIS",
  "role": "Guest-CEO",
  "context": "Listen, this is like going to be the largest economy in the world. It's like half a G roughly a little under half a GDP of human labor. $50 trillion. Yeah. This is like the next great place to be. And I think um it's going to be super impactful business. It'll lead to like a ubiquitous goods and services for anybody in age of abundance.",
  "verbatim": "Listen, this is like going to be the largest economy in the world. It's like half a G roughly a little under half a GDP of human labor. $50 trillion. Yeah. This is like the next great place to be.",
  "conv_cues": "going to be the largest economy in the world",
  "direction": "NUMERIC_TARGET",
  "timeframe": "future (unspecified)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Figure 03 production reaches 1 robot/hour cadence (24x throughput vs January)",
      "notes": "HIT — Figure scaled BotQ to 1/hour, key supply-side milestone toward TAM-scale fleet.",
      "source": "https://www.humanoidsdaily.com/news/24x-throughput-figure-scales-manufacturing-to-one-robot-per-hour",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.humanoidsdaily.com/news/24x-throughput-figure-scales-manufacturing-to-one-robot-per-hour",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Figure publicly confirms BotQ production rate of one Figure 03 humanoid every hour"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -5,
      "source_id": null,
      "expected_date": "2026-11-04",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-05-11",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-11-15",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Cumulative humanoid robot deployments cross 100,000 units globally",
      "source": "https://www.humanoidsdaily.com/news/the-shape-of-scale-new-figure-production-data-hints-at-exponential-ramp-up",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.6,
      "source_url": "https://www.humanoidsdaily.com/news/the-shape-of-scale-new-figure-production-data-hints-at-exponential-ramp-up",
      "expected_date": "2027-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Aggregate Figure + Tesla Optimus + Agility + Unitree + 1X commercial deployments exceed 100,000 units per Humanoids Daily / Bank of America tracker"
    },
    {
      "kind": "llm_pre_event",
      "label": "Humanoid unit price falls below $30K (SUV-equivalent threshold)",
      "source": "https://www.businesstoday.in/tech-today/news/story/humanoids-cost-as-much-as-an-suv-and-could-soon-replace-humans-brett-adcock-tells-nikhil-kamath-501039-2025-11-06",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -1,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.businesstoday.in/tech-today/news/story/humanoids-cost-as-much-as-an-suv-and-could-soon-replace-humans-brett-adcock-tells-nikhil-kamath-501039-2025-11-06",
      "expected_date": "2028-03-16",
 
... (truncated)