AI will automate away CEO labor; a few more years needed for machines to excel at unskilled manual labor.
Predictor: Alex Wissner-Gross · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source
Prediction text
AI will automate away CEO labor; a few more years needed for machines to excel at unskilled manual labor. | machines are able to do complex calculations solve math it's pretty hard for humans there looks like it's going to be easier for the machines to automate away CEO labor which is sufficiently hard for humans that it's well compensated and relatively scarce commodity to find highquality CEOs And yet it'll take a few more years for the machines to do an amazing job at unskilled manual labor.
Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates
Verbatim quote
machines are able to do complex calculations solve math it's pretty hard for humans there looks like it's going to be easier for the machines to automate away CEO labor which is sufficiently hard for humans that it's well compensated and relatively scarce commodity to find highquality CEOs And yet it'll take a few more years for the machines to do an amazing job at unskilled manual labor.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross 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
- 2027-01-01 → 2029-06-30pendingFortune-1000 firm publicly automates >= 50% of executive committee functions with AIHow: Fortune-1000 company discloses in proxy/10-K that >= 50% of senior-executive functions are AI-augmented or AI-ledSource: deep_research_enrichedconf 45%
- 2027-06-01 → 2029-06-30pendingFirst publicly disclosed Fortune-500 CEO (or interim CEO) replaced by AI agent systemHow: Fortune 500 board publicly discloses transition of CEO duties to AI-led decision system (with named architecture)Source: deep_research_enrichedconf 20%
- 2027-09-01 → 2029-09-30pendingBLS reports manual-labor occupations growing faster than knowledge-worker occupations in 2027-2028How: BLS occupational employment statistics show manual-labor occupations net employment growing while knowledge-worker employment falls or stagnatesSource: deep_research_enrichedconf 55%
- 2028-01-01 → 2030-12-31pendingUnskilled-labor humanoid-robot deployment in retail/hospitality remains <5% of US workforceHow: BLS or industry report shows humanoid robots account for <5% of front-line retail/hospitality labor (slow unskilled-manual displacement)Source: deep_research_enrichedconf 78%
- 2028-06-01 → 2030-12-31pendingMedian CEO compensation in S&P 500 declines >= 20% from 2024 baselineHow: Annual proxy-summary database (Equilar/ISS) reports S&P 500 median CEO total comp down >= 20% YoY relative to 2024Source: deep_research_enrichedconf 30%
- 2028-06-01 → 2030-12-31pendingFirst humanoid robot achieves >= 90% of human dexterity in unstructured manual tasks (independent benchmark)How: Independent benchmark (e.g., Stanford ALOHA, NIST robot dexterity index) confirms humanoid achieves >= 90% human dexterity on unstructured manual tasksSource: deep_research_enrichedconf 35%
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 |
|---|---|---|---|---|---|
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.450 | 0.050 | -0.049 |
| prereq | 247_058 Jury selection begins April 27, 2026 for Musk v OpenAI trial — Peter Diamandis | 71.4% | 0.450 | 0.050 | -0.033 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.450 | 0.050 | -0.024 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.450 | 0.050 | -0.018 |
| killer | TK04 Macro Recession 2026-27 (Structural Deleveraging) | 25.0% | 0.050 | 0.450 | -0.015 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 234_036 Job displacement will be issue 6-10 not top 5 in 10 years; A — Alex Wissner-Gross | 28.8% | 0.450 | 0.050 | -0.095 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 247_058 | Jury selection begins April 27, 2026 for Musk v OpenAI trial | AI | — |
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
Dependents (1)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 234_036 | Job displacement will be issue 6-10 not top 5 in 10 years; AI discoveries will dominate | Labor/Jobs | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2029-09-30 | [Labor/Policy 2029-09] [230_002] BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates | pending |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
"mode": "PREDICTION",
"role": "Host",
"caveats": "Moravec's paradox framing",
"context": "Moravex paradox which is again this paradox that tasks that are hard for humans and easy for uh for humans are respectively replaced by easy for machines hard for machines machines are able to do complex calculations solve math it's pretty hard for humans there looks like it's going to be easier for the machines to automate away CEO labor... And yet it'll take a few more years for the machines to do an amazing job at unskilled manual labor.",
"to_year": 2030,
"verbatim": "machines are able to do complex calculations solve math it's pretty hard for humans there looks like it's going to be easier for the machines to automate away CEO labor which is sufficiently hard for humans that it's well compensated and relatively scarce commodity to find highquality CEOs And yet it'll take a few more years for the machines to do an amazing job at unskilled manual labor.",
"conv_cues": "looks like; it'll take",
"direction": "HAPPEN",
"from_year": 2028,
"timeframe": "a few more years",
"conv_level": "MEDIUM",
"milestones": [
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"kind": "prereq",
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},
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"ordinal": -6,
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"source_url": "https://hbr.org",
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},
{
"kind": "llm_pre_event",
"label": "First publicly disclosed Fortune-500 CEO (or interim CEO) replaced by AI agent system",
"source": "deep_research_enriched",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.2,
"source_url": "https://en.wikipedia.org/wiki/Chief_executive_officer",
"expected_date": "2028-06-15",
"research_origin": "training",
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"measurement_crit
... (truncated)