← Cockpit
232_043predictionLabor/JobsAI-scaling

Corporate CEOs will soon mandate AI use in every job; AI-native enablers will get promoted and raises; others displaced.

Predictor: Dave Blundin · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source

Prior probability
65.0%
Current probability
53.6%
evolves via intake + LBP
Conviction
4/5
Signal quality
A
Resolution
pending
Window
2026-01-01 – 2027-12-31
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Corporate CEOs will soon mandate AI use in every job; AI-native enablers will get promoted and raises; others displaced. | the way it's going to unfold very, very soon is corporate CEOs, including a bunch this week, will go to companywide meetings and say, 'We need AI to be used in every one of your jobs.' And a very small subset, I'm hoping at least a third, but maybe more like a fifth of people will raise their hand and they'll say ... The CEO will then say, okay, you figure out how to make the people in your group three times more efficient. And if you're the person that's the enabler, you'll be naturally AI native. ... the increase in efficiency is going to eliminate a lot of jobs, but because you're the master of the AI in the in the function, you'll actually get probably a massive raise.

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

Verbatim quote

From episode "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232"
the way it's going to unfold very, very soon is corporate CEOs, including a bunch this week, will go to companywide meetings and say, 'We need AI to be used in every one of your jobs.' And a very small subset, I'm hoping at least a third, but maybe more like a fifth of people will raise their hand and they'll say ... The CEO will then say, okay, you figure out how to make the people in your group three times more efficient. And if you're the person that's the enabler, you'll be naturally AI native. ... the increase in efficiency is going to eliminate a lot of jobs, but because you're the master of the AI in the in the function, you'll actually get probably a massive raise.

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

4 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 53.6%

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: 7 fired ✓ · 3 pending
  1. 2025-04-07hitShopify CEO mandate: AI use baseline expectation, no hires unless AI insufficient
    How: Tobias Lutke publishes internal memo (later released externally) stating 'Reflexive AI usage is now a baseline expectation' and 'no new hires without AI approval'
    Source: Marketing AI Institute + Inc Magazine — 'Shopify CEO to Employees: Use AI Now'conf 99%
    Notes: HIT — exact pattern Blundin describes; happened ~12 months before display_date.
  2. 2025-12-31hitBox, Fiverr, and Canada PM publish own AI mandate memos
    How: Box and Fiverr CEOs and Canadian Prime Minister publish their own AI mandate memos following Shopify template
    Source: First Round — 'From Memo to Movement: Shopify's Cultural Adoption of AI'conf 95%
  3. 2026-03-31hit63% of tech layoffs cite AI explicitly (Q1 2026 datapoint)
    How: Challenger, Gray & Christmas Q1 2026 layoff report shows 63% of tech layoffs explicitly cite AI as a driving factor (up from 38% in 2025)
    Source: AI for Anything Tech Layoffs Tracker 2026conf 85%
  4. 2026-01-01 → 2027-06-30pendingAI fluency becomes formal performance review criterion at Fortune 500
    How: At least 25 Fortune 500 companies publicly require AI fluency / usage in performance and peer review processes
    Source: Forrester Blogs — 'What You Can Learn From Shopify's CEO's Memo On Workforce AI'conf 75%
  5. 2026-06-01 → 2027-12-31pendingAI-native employee compensation premium emerges in salary surveys
    How: Levels.fyi or equivalent compensation tracker shows >=20% pay premium for AI-fluent / AI-leverage roles at FAANG-tier firms
    Source: Klarna SCM Brain — 'AI Credits AI for Higher Salaries, Dwindling Workforce'conf 60%

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: 54%)

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
LBP2026-05-10T02:00:02Z53.6%-1.3pp
Network propagation: 55.0% → 53.6%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z55.0%-2.4pp
Network propagation: 57.4% → 55.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z57.4%-3.1pp
Network propagation: 60.5% → 57.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z60.5%-4.5pp
Network propagation: 65.0% → 60.5%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.650-0.096
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6500.050-0.084
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6500.050-0.083
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.650-0.066
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.650+0.054

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050+0.039
prereq248_033
Superhuman AI will make BCI-enhanced humans irrelevant compaDave Blundin
36.7%0.6000.050-0.026
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050+0.026
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050+0.020
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050+0.006

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

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
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
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq248_033Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.AI

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2027-12-31[Labor/Policy 2027-12] [232_043] BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates [248_017] Coding/chip design skills have a lifespan of a year at most before full commodit [AI_011] BLS Softpending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "3x efficiency / 1/5 to 1/3 of workforce",
  "url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "the way it's going to unfold very, very soon is corporate CEOs, including a bunch this week, will go to companywide meetings and say, 'We need AI to be used in every one of your jobs.' And a very small subset, I'm hoping at least a third, but maybe more like a fifth of people will raise their hand and they'll say, well, in one case, I'm a huge Moonshots fan. I've been using Gemini and and Claude for months now.",
  "to_year": 2027,
  "verbatim": "the way it's going to unfold very, very soon is corporate CEOs, including a bunch this week, will go to companywide meetings and say, 'We need AI to be used in every one of your jobs.' And a very small subset, I'm hoping at least a third, but maybe more like a fifth of people will raise their hand and they'll say ... The CEO will then say, okay, you figure out how to make the people in your group three times more efficient. And if you're the person that's the enabler, you'll be naturally AI native. ... the increase in efficiency is going to eliminate a lot of jobs, but because you're the master of the AI in the in the function, you'll actually get probably a massive raise.",
  "conv_cues": "very, very soon",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "very, very soon",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Shopify CEO mandate: AI use baseline expectation, no hires unless AI insufficient",
      "notes": "HIT — exact pattern Blundin describes; happened ~12 months before display_date.",
      "source": "Marketing AI Institute + Inc Magazine — 'Shopify CEO to Employees: Use AI Now'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.marketingaiinstitute.com/blog/shopify-ceo-ai-memo",
      "expected_date": "2025-04-07",
      "observed_date": "2025-04-07",
      "research_origin": "deep_research",
      "measurement_criterion": "Tobias Lutke publishes internal memo (later released externally) stating 'Reflexive AI usage is now a baseline expectation' and 'no new hires without AI approval'"
    },
    {
      "kind": "llm_pre_event",
      "label": "Box, Fiverr, and Canada PM publish own AI mandate memos",
      "source": "First Round — 'From Memo to Movement: Shopify's Cultural Adoption of AI'",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.firstround.com/ai/shopify",
      "expected_date": "2025-12-31",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Box and Fiverr CEOs and Canadian Prime Minister publish their own AI mandate memos following Shopify template"
    },
    {
      "kind": "llm_pre_event",
      "label": "63% of tech layoffs cite AI explicitly (Q1 2026 datapoint)",
      "source": "AI for Anything Tech Layoffs Tracker 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.aiforanything.io/blog/tech-layoffs-2026",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Challenger, Gray & Christmas Q1 2026 layoff report shows 63% of tech layoffs explicitly cite AI as a driving factor (up from 38% in 2025)"
    },
    {
      "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": -7,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
 
... (truncated)