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247_021predictionLabor/Jobsjobs

Net job creation likely, exotic new jobs like one-person AI conglomerates

Predictor: Alex Wissner-Gross · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source

Prior probability
50.0%
Current probability
40.9%
evolves via intake + LBP
Conviction
3/5
Signal quality
B
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
7 / 0
Tickers exposed
32

Prediction text

Net job creation likely, exotic new jobs like one-person AI conglomerates | I would guess and I'm betting that there's going to be net job creation just exotic new jobs like one person AI conglomerates will be created if you want to call that a job.

Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates

Verbatim quote

From episode "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247"
I would guess and I'm betting that there's going to be net job creation just exotic new jobs like one person AI conglomerates will be created if you want to call that a job.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

4 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 40.9%

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: 5 fired ✓ · 5 pending
  1. 2026-06-01 → 2028-06-30pendingSolo entrepreneur with >=$10M ARR built primarily on AI tools (single-person AI conglomerate)
    How: Public Crunchbase/Stripe/IndieHackers profile of single founder/operator running business with >=$10M ARR and <=2 FTE total, with AI tools as core production layer; profiled in WSJ, Bloomberg, or NYT
    Source: Wissner-Gross's exact framing — 'one-person AI conglomerates'; existing examples (Levels.fyi, Calendly precursor) under $10Mconf 55%
    Notes: Exact testable form of Wissner-Gross's 'exotic new jobs' claim.
  2. 2026-09-01 → 2028-06-30pendingStripe Atlas / LLC formation data shows surge in single-member firms
    How: Census Bureau Business Formation Statistics shows single-member LLC formations grow >=25% 2025-2028; OR Stripe Atlas reports 50%+ increase in solo-AI-business formations
    Source: Census BFS is canonical formation tracker; Stripe Atlas runs own statisticsconf 55%
  3. 2026-09-01 → 2028-06-30pendingAnthropic Economic Index or McKinsey survey: net job creation among AI-adopting firms
    How: Anthropic Economic Index, McKinsey AI report, or BLS firm-level data shows AI-adopting firms net positive employment vs control group (2pp+ delta)
    Source: Anthropic labor research framework; firm-level adoption studiesconf 50%
  4. 2027-01-01 → 2028-06-30pendingBLS net employment change positive over 24-month window 2026-2028
    How: Cumulative BLS nonfarm payroll change Jan 2026-Jun 2028 is net positive (>0 jobs added); recession dip allowed if recovered
    Source: BLS Mar 2026 +178K jobs; payroll baseline ~158Mconf 70%
  5. 2027-01-01 → 2028-06-30pendingForbes/Fortune profile feature on solo AI-billionaires or near-billionaires
    How: Forbes, Fortune, Bloomberg, or NYT publishes featured profile on solo founder reaching $500M+ valuation or net worth via AI-tooled single-operator business
    Source: Narrative inflection point — mainstream business press validates exotic-jobs thesisconf 50%

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: 41%)

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
LBP2026-05-10T02:00:02Z40.9%-1.2pp
Network propagation: 42.1% → 40.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z42.1%-1.8pp
Network propagation: 43.9% → 42.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z43.9%-2.6pp
Network propagation: 46.5% → 43.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.5%-3.5pp
Network propagation: 50.0% → 46.5%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

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
prereq247_058
Jury selection begins April 27, 2026 for Musk v OpenAI trialPeter Diamandis
71.4%0.5000.050-0.041
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5000.050-0.031
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.024
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.500-0.021
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5000.050-0.016

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

32 ticker(s) linked

Beneficiaries (23)

ADUSCOURDOCNFROGGTLBINODPLROLSPIRSRFMUDMYTEAMNFLXPLTRRDDTUBERAMZNBABASPOTGDDYGOOGLMETAMSFT

Adverse (6)

RHIBXPSLGMANKFYTNET

Prerequisites (7)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_058Jury selection begins April 27, 2026 for Musk v OpenAI trialAI
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
  "mode": "BET",
  "role": "Host",
  "context": "I'm betting that there's going to be net job creation just exotic new jobs like one person AI conglomerates",
  "to_year": 2030,
  "verbatim": "I would guess and I'm betting that there's going to be net job creation just exotic new jobs like one person AI conglomerates will be created if you want to call that a job.",
  "conv_cues": "I'm betting",
  "direction": "UP",
  "from_year": 2026,
  "timeframe": "Future",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "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": -10,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Jury selection begins April 27, 2026 for Musk v OpenAI trial",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "247_058",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Solo entrepreneur with >=$10M ARR built primarily on AI tools (single-person AI conglomerate)",
      "notes": "Exact testable form of Wissner-Gross's 'exotic new jobs' claim.",
      "source": "Wissner-Gross's exact framing — 'one-person AI conglomerates'; existing examples (Levels.fyi, Calendly precursor) under $10M",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-06-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Public Crunchbase/Stripe/IndieHackers profile of single founder/operator running business with >=$10M ARR and <=2 FTE total, with AI tools as core production layer; profiled in WSJ, Bloomberg, or NYT"
    },
    {
      "kind": "llm_pre_event",
      "label": "Stripe Atlas / LLC formation data shows surge in single-member firms",
      "source": "Census BFS is canonical formation tracker; Stripe Atlas runs own statistics",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-08-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Census Bureau Business Formation Statistics shows single-member LLC formations grow >=25% 2025-2028; OR Stripe Atlas reports 50%+ increase in solo-AI-business formations"
    },
    {
      "kind": "llm_pre_event",
      "label": "Anthropic Economic Index or McKinsey survey: net job creation among AI-adopting firms",
      "source": "Anthropic labor research framework; firm-level adoption studies",
 
... (truncated)