Tesla output per employee will become very very high
Predictor: Elon Musk · ep#239 "Elon Musk: The Economy Will Be 10x the Size in 10 Years | #239" · source
Prediction text
Tesla output per employee will become very very high | the output per per person at Tesla becomes very very high... the output per human at Tesla is going to get nutty high.
Verbatim quote
the output per per person at Tesla becomes very very high... the output per human at Tesla is going to get nutty high.
Predictor: Elon Musk
Calibration plot (stated vs observed)
Evidence about this node from Elon Musk 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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2025-10-22hitTesla Q3 2025 revenue/employee climbs as headcount lags revenue growthHow: Tesla reports Q3 2025 revenue of $28.1B (+12% YoY) with headcount roughly flat, indicating revenue/employee accelerationSource: https://www.fool.com/investing/2025/10/25/tesla-optimus-humanoid-robot-3q-earnings-call/ — Tesla Q3 2025 record $28.1B revenueconf 90%
- 2026-09-01 → 2027-03-31pendingTesla repurposes Fremont Model S/X line for Optimus productionHow: Tesla publicly confirms repurposing of Model S/X line in Fremont for Optimus humanoid manufacturing, late 2026 production startSource: https://newmarketpitch.com/blogs/news/humanoid-robotics-optimus-deployment-tracker — Optimus Deployment Tracker 2026conf 70%
- 2026-06-01 → 2027-06-30pendingOptimus units perform measurable factory tasks at Tesla plantsHow: Tesla publishes industrial KPIs (uptime, cycle time, throughput) for Optimus units performing economically productive factory workSource: Tesla earnings calls, Investor Day presentations, Q4 2025 commentary indicating units 'primarily for learning'conf 40%Notes: Musk himself confirmed Jan 2026 that Optimus has not yet performed economically productive factory work.
- 2026-04-30 → 2027-09-30pendingTesla output per employee grows ≥30% YoYHow: Tesla annual revenue/full-time-employee metric increases ≥30% from 2024 baseline (~$700K/employee) to >$900K/employee, evidenced in 10-K disclosureSource: Tesla 10-K filings; SEC EDGARconf 45%
- 2027-01-01 → 2027-09-30pendingTesla's labor productivity outpaces auto-industry peers by ≥2xHow: Tesla revenue/employee exceeds Ford+GM combined median by ≥2x in 2026 annual reports, signaling humanoid-augmented productivity flywheelSource: 10-K filings (TSLA, F, GM); Bloomberg comparative analysisconf 40%
What if this resolves?
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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 |
|---|---|---|---|---|---|
| prereq | S_AGI_FAST_2027 AGI fast: drop-in remote worker by 2027-09 | 30.0% | 0.550 | 0.050 | -0.202 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.098 |
| prereq | 242_057 Artemis 2 launches April 1, 2026 - circumlunar mission — Peter Diamandis | 56.2% | 0.550 | 0.050 | -0.078 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.550 | +0.073 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.550 | 0.050 | +0.034 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.067 |
| prereq | 239_009 People will be on Mars within 10 years — Elon Musk | 30.9% | 0.550 | 0.050 | -0.063 |
| prereq | 232_047 Mass drivers on the moon will shoot AI satellites into deep — Elon Musk | 30.0% | 0.550 | 0.050 | -0.053 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.042 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.041 |
Ticker exposure
Beneficiaries (23)
Adverse (7)
Prerequisites (6)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | 242_057 | Artemis 2 launches April 1, 2026 - circumlunar mission | Space | — |
| prereq | S_AGI_FAST_2027 | AGI fast: drop-in remote worker by 2027-09 | agi_general_capability | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
| prereq | 239_009 | People will be on Mars within 10 years | Space | — |
| prereq | 232_047 | Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow. | Space | — |
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.636 | manifold | Tesla reaches $400 before $300? | 70% | mentions | pending | 2026-04-25 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=N5KCm_55xeQ",
"mode": "PREDICTION",
"role": "Guest-CEO",
"context": "what we do expect that is that is that the output per per person at Tesla becomes very very high.",
"verbatim": "the output per per person at Tesla becomes very very high... the output per human at Tesla is going to get nutty high.",
"conv_cues": "nutty high; can't even believe it",
"direction": "UP",
"timeframe": "future, unspecified",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Tesla Q3 2025 revenue/employee climbs as headcount lags revenue growth",
"source": "https://www.fool.com/investing/2025/10/25/tesla-optimus-humanoid-robot-3q-earnings-call/ — Tesla Q3 2025 record $28.1B revenue",
"status": "hit",
"weight": 0.4,
"ordinal": -8,
"source_id": null,
"confidence": 0.9,
"source_url": "https://www.fool.com/investing/2025/10/25/tesla-optimus-humanoid-robot-3q-earnings-call/",
"expected_date": "2025-10-31",
"observed_date": "2025-10-22",
"research_origin": "deep_research",
"measurement_criterion": "Tesla reports Q3 2025 revenue of $28.1B (+12% YoY) with headcount roughly flat, indicating revenue/employee acceleration"
},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "238_009",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
"status": "hit",
"weight": 0.5,
"ordinal": -6,
"source_id": "235_038",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
"status": "hit",
"weight": 0.5,
"ordinal": -5,
"source_id": "242_057",
"expected_date": "2026-04-30",
"observed_date": "2026-04-30"
},
{
"kind": "llm_pre_event",
"label": "Tesla repurposes Fremont Model S/X line for Optimus production",
"source": "https://newmarketpitch.com/blogs/news/humanoid-robotics-optimus-deployment-tracker — Optimus Deployment Tracker 2026",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.7,
"source_url": "https://newmarketpitch.com/blogs/news/humanoid-robotics-optimus-deployment-tracker",
"expected_date": "2026-12-15",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-03-31",
"from": "2026-09-01"
},
"measurement_criterion": "Tesla publicly confirms repurposing of Model S/X line in Fremont for Optimus humanoid manufacturing, late 2026 production start"
},
{
"kind": "llm_pre_event",
"label": "Optimus units perform measurable factory tasks at Tesla plants",
"notes": "Musk himself confirmed Jan 2026 that Optimus has not yet performed economically productive factory work.",
"source": "Tesla earnings calls, Investor Day presentations, Q4 2025 commentary indicating units 'primarily for learning'",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.4,
"expected_date": "2026-12-15",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-06-01"
},
"measurement_criterion": "Tesla publishes industrial KPIs (uptime, cycle time, throughput) for Optimus units performing economically productive factory work"
},
{
"kind": "llm_pre_event",
"label": "Tesla output per employee grows ≥30% YoY",
"source": "Tesla 10-K filings; SEC
... (truncated)