Only 2 future work roles will exist: entrepreneur and employee — and one of those won't exist.
Predictor: Dave Blundin · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source
Prediction text
Only 2 future work roles will exist: entrepreneur and employee — and one of those won't exist. | Unless you're a really good electrician or a really good salesperson, you're probably immune. Or there's two roles in the government, you're probably there's two roles in the future. There's the entrepreneur and there's the employee. And one of those will not exist.
Verbatim quote
Unless you're a really good electrician or a really good salesperson, you're probably immune. Or there's two roles in the government, you're probably there's two roles in the future. There's the entrepreneur and there's the employee. And one of those will not exist.
Predictor: Dave Blundin
Calibration plot (stated vs observed)
Evidence about this node from Dave Blundin 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
- 2026-12-31pendingGartner: 20% of orgs use AI to flatten middle managementHow: Gartner publishes data showing 20%+ of large enterprises have used AI to eliminate >=50% of middle-management positions or layersSource: Gartner 2026 forecast cited in Gloat AI workforce trends reportconf 80%Notes: Direct quantitative anchor for the 'employee role disappearing' end of Blundin's binary.
- 2026-01-01 → 2027-12-31pendingEntry-level white-collar hiring drops 25% YoY in BLS dataHow: BLS or LinkedIn Workforce Report shows entry-level corporate roles (admin, analyst, junior consultant, paralegal) hiring volume down >=25% YoY in two consecutive quartersSource: BLS JOLTS, LinkedIn Workforce Report; PwC 2025 Global AI Jobs Barometerconf 70%Notes: Already feeling shift at lowest rungs per WEF 2026 Future of Jobs.
- 2026-01-01 → 2027-12-31pendingSolo-founder companies reach $10M+ ARRHow: At least 5 publicly-reported solo-founder or 2-person teams cross $10M ARR using primarily AI-agent labor (no traditional employees beyond founders)Source: TechCrunch, The Information; Christensen Institute 2026 entrepreneurship predictionconf 65%Notes: Validates the 'entrepreneur' role surviving — AI lowers headcount needed for scale.
- 2026-06-01 → 2028-12-31pendingMajor Fortune 500 firm announces 50%+ headcount reduction citing AIHow: A Fortune 500 company announces planned headcount reduction of >=50% (vs 2024 baseline) explicitly citing AI agent adoption as primary driverSource: Corporate 8-K filings, earnings transcripts, Reuters/WSJ coverageconf 40%
- 2027-01-01 → 2030-06-30pendingSelf-employment / 1099 share of US workforce crosses 40%How: BLS Contingent Worker Supplement or Census ACS shows self-employed + independent contractor share of total US labor force exceeds 40%Source: BLS Contingent Worker Supplement; ADP Research Institute reportsconf 35%Notes: Cascade — bifurcation of labor into entrepreneurs (1099) and shrinking employees (W-2).
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 | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.600 | -0.088 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.600 | 0.050 | -0.076 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.600 | 0.050 | -0.075 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.600 | -0.060 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.050 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.029 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.023 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.013 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.004 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.000 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| 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 | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
"mode": "PREDICTION",
"role": "Host",
"caveats": "Electricians/salespeople immune",
"context": "there's two roles in the future. There's the entrepreneur and there's the employee. And one of those will not exist.",
"to_year": 2035,
"verbatim": "Unless you're a really good electrician or a really good salesperson, you're probably immune. Or there's two roles in the government, you're probably there's two roles in the future. There's the entrepreneur and there's the employee. And one of those will not exist.",
"conv_cues": "will not exist",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "the future",
"conv_level": "HIGH",
"milestones": [
{
"kind": "prereq",
"label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
"status": "hit",
"weight": 0.5,
"ordinal": -10,
"source_id": "SEM_011",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
"status": "hit",
"weight": 0.5,
"ordinal": -9,
"source_id": "SEM_027",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
"status": "hit",
"weight": 0.5,
"ordinal": -8,
"source_id": "SEM_014",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_012",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
"status": "pending",
"weight": 0.5,
"ordinal": -6,
"source_id": "SEM_015",
"expected_date": "2026-06-25",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Gartner: 20% of orgs use AI to flatten middle management",
"notes": "Direct quantitative anchor for the 'employee role disappearing' end of Blundin's binary.",
"source": "Gartner 2026 forecast cited in Gloat AI workforce trends report",
"status": "pending",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.8,
"source_url": "https://gloat.com/blog/ai-workforce-trends/",
"expected_date": "2026-12-31",
"research_origin": "deep_research",
"measurement_criterion": "Gartner publishes data showing 20%+ of large enterprises have used AI to eliminate >=50% of middle-management positions or layers"
},
{
"kind": "llm_pre_event",
"label": "Entry-level white-collar hiring drops 25% YoY in BLS data",
"notes": "Already feeling shift at lowest rungs per WEF 2026 Future of Jobs.",
"source": "BLS JOLTS, LinkedIn Workforce Report; PwC 2025 Global AI Jobs Barometer",
"status": "pending",
"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.7,
"source_url": "https://www.weforum.org/stories/2026/01/how-ai-will-affect-work-in-different-industries/",
"expected_date": "2026-12-31",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-01-01"
},
"measurement_criterion": "BLS or
... (truncated)