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238_065predictionLabor/JobsAI-scaling

Children/next generation uncommitted to careers will do incredibly well in AI transition

Predictor: Dave Blundin · ep#238 "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238" · source

Prior probability
60.0%
Current probability
46.1%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-04-30 – 2029-03-31
Edges in / out
11 / 5
Tickers exposed
37

Prediction text

Children/next generation uncommitted to careers will do incredibly well in AI transition | The people who are creative like the multip they're going to do incredibly well. Our kids and most kids who are not saddled by a career are going to do incredibly well.

Verbatim quote

From episode "Meta Buys Moltbook, GPT 5.4, and Fruitfly Brain Upload | Moonshots Live at The Abundance Summit 238"
The people who are creative like the multip they're going to do incredibly well. Our kids and most kids who are not saddled by a career are going to do incredibly well.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
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

Not linked

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

Probability over time

5 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.1%

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: 6 fired ✓ · 4 pending
  1. 2026-04-24hitFortune: Gen Z grads 'piecing together careers' via gig + freelance + entrepreneurship
    How: Major business outlet (Fortune, WSJ, NYT) publishes feature documenting Gen Z pivot from corporate W2 to entrepreneurship/gig in response to AI disruption
    Source: https://fortune.com/2026/04/24/gen-z-entrepreneurship-gig-work-freelance-entry-level-jobs-corporate-america/conf 95%
  2. 2026-04-30hit43% of Gen Z plans entrepreneurship in 2026 (highest of any generation)
    How: Survey data shows >=40% Gen Z entrepreneurial intent for 2026 — highest of any generation in poll
    Source: https://www.metaintro.com/blog/gen-z-entrepreneurship-ai-job-market-2026conf 90%
  3. 2026-06-01 → 2028-12-31pendingCounter-evidence: Gen Z entry-level posting share drops below 35%
    How: Indeed/LinkedIn data shows entry-level postings <35% — implying Gen Z 'thriving' is gig-substitution, not corporate-employment success
    Source: https://fortune.com/2026/04/26/meta-salesforce-exec-ai-agents-gen-z-jobs-nonprofit/conf 65%
  4. 2026-12-31 → 2028-06-30pendingGen Z founder share of new startup formations crosses 30%
    How: Crunchbase/PitchBook data shows >=30% of new VC-backed startup founders are Gen Z (born 1997+)
    Source: https://www.metaintro.com/blog/gen-z-subgroups-reshaping-hiring-2026conf 55%
  5. 2027-06-01 → 2029-03-31pendingYounger Gen Z wage growth outpaces older Millennial cohort 2026-2028
    How: BLS earnings data shows median wage growth for ages 18-25 exceeds growth for ages 35-44 across 2026-2028
    Source: https://www.weforum.org/stories/2026/01/gen-z-unemployable-or-strongest-asset/conf 40%
    Notes: Direct test of 'doing incredibly well' claim — if true, wage data should show structural advantage.

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: 46%)

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
LBP2026-05-17T02:00:01Z46.1%-1.0pp
Network propagation: 47.2% → 46.1%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z47.2%-2.0pp
Network propagation: 49.2% → 47.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z49.2%-3.8pp
Network propagation: 52.9% → 49.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
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
prereqS_AGI_MID_2029
AGI mid: Kurzweil 2029 path
35.0%0.6000.050-0.219
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.084
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.600+0.073
prereqSEM_014
Nvidia's Arizona-based TSMC factory successfully fabricated Jensen Huang
86.1%0.6000.050+0.057
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.600+0.056

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.047
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.041
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.033
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.023
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.019

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (11)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
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_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
prereqS_AGI_MID_2029AGI mid: Kurzweil 2029 pathagi_general_capability
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=d__HRChE2ZE",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "The idea that somehow they're going to become creators overnight is ludicrous. The people who are creative like the multip they're going to do incredibly well. Our kids and most kids who are not saddled by a career are going to do incredibly well. But in in transition, it's inevitable.",
  "verbatim": "The people who are creative like the multip they're going to do incredibly well. Our kids and most kids who are not saddled by a career are going to do incredibly well.",
  "conv_cues": "going to do incredibly well",
  "direction": "UP",
  "timeframe": "Future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Fortune: Gen Z grads 'piecing together careers' via gig + freelance + entrepreneurship",
      "source": "https://fortune.com/2026/04/24/gen-z-entrepreneurship-gig-work-freelance-entry-level-jobs-corporate-america/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://fortune.com/2026/04/24/gen-z-entrepreneurship-gig-work-freelance-entry-level-jobs-corporate-america/",
      "expected_date": "2026-04-24",
      "observed_date": "2026-04-24",
      "research_origin": "deep_research",
      "measurement_criterion": "Major business outlet (Fortune, WSJ, NYT) publishes feature documenting Gen Z pivot from corporate W2 to entrepreneurship/gig in response to AI disruption"
    },
    {
      "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": -9,
      "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": -8,
      "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": -7,
      "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": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "43% of Gen Z plans entrepreneurship in 2026 (highest of any generation)",
      "source": "https://www.metaintro.com/blog/gen-z-entrepreneurship-ai-job-market-2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.metaintro.com/blog/gen-z-entrepreneurship-ai-job-market-2026",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Survey data shows >=40% Gen Z entrepreneurial intent for 2026 — highest of any generation in poll"
    },
    {
      "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": -4,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
    
... (truncated)