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AI_030predictionRoboticshumanoids-outnumber-workers-2035

By 2035, synthetic humanoid workers will physically outnumber human employees in corporate workplaces — completing the transition from partial-automation co-deployment to majority-synthetic corporate workforces.

Predictor: Brett Adcock

Prior probability
35.0%
Current probability
34.8%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
pending
Window
2035-01-01 – 2035-11-30
Edges in / out
5 / 0
Tickers exposed
25

Prediction text

By 2035, synthetic humanoid workers will physically outnumber human employees in corporate workplaces — completing the transition from partial-automation co-deployment to majority-synthetic corporate workforces. | First factory with majority-humanoid workforce

Key catalyst: First factory with majority-humanoid workforce

Watch events: Figure annual deployment count; BMW / Mercedes production-line humanoid counts

Resolution evidence

Status: pending

Figure BotQ path to millions/yr; humanoid pricing path to $10-20K (229_017); BMW, Mercedes, GM commercial pilots 2024-2026.

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 0.681

>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 34.8% → blend 34.8% 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

8 prob_history rows
0%25%50%75%100%prior 35%2026-04-302026-05-032026-05-24
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 34.8%

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: 10 pending
  1. 2027-01-01 → 2028-06-30pendingFigure or Agility deploys >100 humanoids at a single corporate site
    How: Public announcement (8-K, press release, or verified BMW/Mercedes/Tesla disclosure) confirming >=100 humanoid robots active in production at one facility
    Source: Figure-BMW Spartanburg deployment + BotQ 12,000/yr capacity (Figure.ai 2025-2026)conf 70%
  2. 2029-01-01 → 2031-06-30pendingCumulative humanoid shipments cross 100,000 globally
    How: Aggregated industry data (IFR/Morgan Stanley/Goldman) reports cumulative humanoid robot shipments >=100,000 units across major OEMs
    Source: Figure 100,000-over-4-years target + Tesla Optimus + Agility production rampsconf 55%
  3. 2030-06-01 → 2031-12-31pendingCumulative shipments reach 1M+ across enterprise + consumer (Adcock R3 trigger)
    How: Industry tracker confirms 1,000,000+ cumulative humanoid units delivered to all customers, enterprise + consumer combined
    Source: Adcock public R3 commentary (1M consumer by Nov 2030) + BotQ rampconf 50%
  4. 2030-01-01 → 2032-12-31pendingFirst Fortune 500 plant operates with majority-humanoid line shift
    How: Verified disclosure that a Fortune 500 manufacturer runs >=1 production shift where humanoids outnumber human workers on the line
    Source: Implication of Brett Adcock's BotQ scaling commentary; cascade from R3 (1M consumer) milestoneconf 40%
  5. 2030-01-01 → 2033-12-31pendingBLS or comparable agency reports first measurable humanoid-driven labor displacement in manufacturing
    How: BLS Occupational Employment and Wages or equivalent international agency attributes >=100,000 manufacturing job losses specifically to humanoid robotics
    Source: BLS AI-impact methodology in employment projections (2025 article)conf 45%
  6. 2035-03-13pendingQ1 window check-in (25%)
  7. 2035-05-24pendingQ2 window check-in (50%)
  8. 2035-08-04pendingQ3 window check-in (75%)

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: 35%)

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
LBP2026-05-24T02:00:02Z34.8%+1.1pp
Network propagation: 33.8% → 34.8%
4-iter LBP, residual 0.01000 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 806b02f8
LBP2026-05-17T02:00:01Z33.8%+2.1pp
Network propagation: 31.7% → 33.8%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z31.7%+4.0pp
Network propagation: 27.7% → 31.7%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z27.7%+6.9pp
Network propagation: 20.8% → 27.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z20.8%+5.7pp
Network propagation: 15.1% → 20.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z15.1%-5.7pp
reference_class_assigned bayesian_v2 inside=0.350 blend=0.151 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z20.8%+5.7pp
Network propagation: 15.1% → 20.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z15.1%-19.9pp
reference_class_assigned bayesian_v2 inside=0.350 blend=0.151 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
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.350-0.064

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

25 ticker(s) linked

Beneficiaries (22)

LYSCFSYMHSEHYMPALNTSERVRNSHFFANUYIRBTUSARMIELYAMZNBYDDYHYMTFIFNNYABBNYPHTERTSLATXNSTMTEL

Adverse (3)

RHIKFYMAN

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_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
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,
  "qty": "majority workplace humanoids",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Extends 229_031 (humanoids > humans in cities) with specific workplace/2035 framing. Distinct from 229_010 (tens of billions by 2040s).",
  "to_year": 2035,
  "conv_cues": "specific year; CEO FIRST_PERSON",
  "direction": "HAPPEN",
  "from_year": 2035,
  "timeframe": "by 2035",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Figure or Agility deploys >100 humanoids at a single corporate site",
      "source": "Figure-BMW Spartanburg deployment + BotQ 12,000/yr capacity (Figure.ai 2025-2026)",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.figure.ai/news/production-at-bmw",
      "expected_date": "2027-10-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Public announcement (8-K, press release, or verified BMW/Mercedes/Tesla disclosure) confirming >=100 humanoid robots active in production at one facility"
    },
    {
      "kind": "llm_pre_event",
      "label": "Cumulative humanoid shipments cross 100,000 globally",
      "source": "Figure 100,000-over-4-years target + Tesla Optimus + Agility production ramps",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2030-04-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2031-06-30",
        "from": "2029-01-01"
      },
      "measurement_criterion": "Aggregated industry data (IFR/Morgan Stanley/Goldman) reports cumulative humanoid robot shipments >=100,000 units across major OEMs"
    },
    {
      "kind": "scenario_signal",
      "label": "Scenario fires: Humanoid R3: 1M+ consumer by Nov 2030",
      "status": "pending",
      "weight": 0.7,
      "ordinal": -8,
      "source_id": "S_HUMANOID_CONSUMER_2030",
      "expected_date": "2030-11-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Cumulative shipments reach 1M+ across enterprise + consumer (Adcock R3 trigger)",
      "source": "Adcock public R3 commentary (1M consumer by Nov 2030) + BotQ ramp",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2031-03-17",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2031-12-31",
        "from": "2030-06-01"
      },
      "measurement_criterion": "Industry tracker confirms 1,000,000+ cumulative humanoid units delivered to all customers, enterprise + consumer combined"
    },
    {
      "kind": "llm_pre_event",
      "label": "First Fortune 500 plant operates with majority-humanoid line shift",
      "source": "Implication of Brett Adcock's BotQ scaling commentary; cascade from R3 (1M consumer) milestone",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2031-07-02",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2032-12-31",
        "from": "2030-01-01"
      },
      "measurement_criterion": "Verified disclosure that a Fortune 500 manufacturer runs >=1 production shift where humanoids outnumber human workers on the line"
    },
    {
      "kind": "llm_post_event",
      "label": "BLS or comparable agency reports first measurable humanoid-driven labor displacement in manufacturing",
      "source": "BLS AI-impact methodology in employment projections (2025 article)",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://www.bls.gov/opub/mlr/2025/article/incorporating-ai-impac
... (truncated)