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
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
Figure BotQ path to millions/yr; humanoid pricing path to $10-20K (229_017); BMW, Mercedes, GM commercial pilots 2024-2026.
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
- 2027-01-01 → 2028-06-30pendingFigure or Agility deploys >100 humanoids at a single corporate siteHow: Public announcement (8-K, press release, or verified BMW/Mercedes/Tesla disclosure) confirming >=100 humanoid robots active in production at one facilitySource: Figure-BMW Spartanburg deployment + BotQ 12,000/yr capacity (Figure.ai 2025-2026)conf 70%
- 2029-01-01 → 2031-06-30pendingCumulative humanoid shipments cross 100,000 globallyHow: Aggregated industry data (IFR/Morgan Stanley/Goldman) reports cumulative humanoid robot shipments >=100,000 units across major OEMsSource: Figure 100,000-over-4-years target + Tesla Optimus + Agility production rampsconf 55%
- 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 combinedSource: Adcock public R3 commentary (1M consumer by Nov 2030) + BotQ rampconf 50%
- 2030-01-01 → 2032-12-31pendingFirst Fortune 500 plant operates with majority-humanoid line shiftHow: Verified disclosure that a Fortune 500 manufacturer runs >=1 production shift where humanoids outnumber human workers on the lineSource: Implication of Brett Adcock's BotQ scaling commentary; cascade from R3 (1M consumer) milestoneconf 40%
- 2030-01-01 → 2033-12-31pendingBLS or comparable agency reports first measurable humanoid-driven labor displacement in manufacturingHow: BLS Occupational Employment and Wages or equivalent international agency attributes >=100,000 manufacturing job losses specifically to humanoid roboticsSource: BLS AI-impact methodology in employment projections (2025 article)conf 45%
- 2035-03-13pendingQ1 window check-in (25%)
- 2035-05-24pendingQ2 window check-in (50%)
- 2035-08-04pendingQ3 window check-in (75%)
No downstream cascades — this prediction is a leaf in the dependency graph.
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 | TK08 Humanoid Capital Collapse (Figure/Apptronik Flop) | 22.0% | 0.050 | 0.350 | -0.064 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (22)
Adverse (3)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| correlate | S_HUMANOID_FACTORY_2026 | Humanoid R1: 10K+ factory units by Nov 2026 | humanoid_deployment | — |
| correlate | S_HUMANOID_CONSUMER_2030 | Humanoid R3: 1M+ consumer by Nov 2030 | humanoid_deployment | — |
| correlate | S_HUMANOID_MASS_2033 | Humanoid R4: 10M+ cumulative by Dec 2033 | humanoid_deployment | — |
| killer | TK08 | Humanoid Capital Collapse (Figure/Apptronik Flop) | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Raw metadata
{
"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)