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AI & the Workforce

The people side: talent, hiring, delegation, and managing teams through AI.

Start here, then go deeper

Three selected reads, ordered from foundation to practical application.

Latest in this topic

The newest decisions beyond the guided path.

A tall wooden ladder stands upright and unsupported on a small patch of ground, its two rails rising past the top rung.
Article Workforce 8 min read

What Stays Expensive

The peer-reviewed version of a landmark AI productivity study found the gains landed on the least skilled and quality slipped slightly for the most skilled. What that describes is a repricing of what you have been paying for.

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A man stands before a huge old machine whose heavy outer shell is cracked open, while a new engine is fitted inside a separate frame beside it in a workshop.
Article Workforce 6 min read

Redesign the Work, Not the Tool

Deloitte found 66% of leaders say human-AI work design is critical, but only 6% do it. The gap is work design, not technology, and here is the fix.

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A man in a suit stands at a desk with his back to us, looking up at a large wall screen showing bar charts and a line climbing upward.
Article Workforce 7 min read

Why Nothing Changed After Your Team Adopted AI

Logins are up, the work is identical. The AI adoption-to-transformation gap is a measurement problem leadership owns. Four moves to fix the scorecard.

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A ladder stands between two wall charts, one with storm clouds and a falling line, the other with a sun and a rising line, while a small bird perches on a wooden block at its foot.
Article Workforce 6 min read

Stop Importing Your AI Workforce Forecast

AI founders keep reversing their jobs forecasts. Your real workforce signal is three internal numbers that move before the macro does.

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A control console on a pedestal works robotic arms holding a checklist, a text document and a page layout, while one arm with a magnifying glass lies on the floor beside a pair of glasses.
Article Workforce 4 min read

What AI-Native Teams Lose When They Win

Coinbase made lean-AI-native official. The CEO question isn't whether AI flattens the org. It is what gets removed when manager layers go.

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A man in a suit carrying a briefcase walks through an open door into a workshop with workbenches, tools and notes pinned to the walls.
Article Workforce 10 min read

The Founders Who Win Don't Delegate Understanding

Walton, Schultz, Nadella, Chesky, and Schreiber show the pattern behind every paradigm shift, and what it means for AI in your company today.

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Meta Ranks Employees by AI Usage. History Says That Backfires.
Article Workforce 5 min read

Meta Ranks Employees by AI Usage. History Says That Backfires.

Meta, OpenAI, and Shopify now rank employees by AI token consumption. A 1975 management paper explains why measuring usage volume backfires.

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Oracle and Meta Cut Tens of Thousands of Jobs. It's Not AI.
Article Workforce 4 min read

Oracle and Meta Cut Tens of Thousands of Jobs. It's Not AI.

Oracle is cutting 30,000 jobs on $124 billion in debt. Meta trims teams while doubling AI spending to $135 billion. The real reason is not AI efficiency.

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502,000 AI Layoffs Planned. Zero Productivity Evidence.
Article Workforce 4 min read

502,000 AI Layoffs Planned. Zero Productivity Evidence.

44% of U.S. CFOs plan AI-related layoffs this year, roughly 502,000 positions. Goldman Sachs found zero measurable link between AI and productivity.

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McKinsey Runs 25,000 AI Agents Next to 40,000 Humans
Article Workforce 4 min read

McKinsey Runs 25,000 AI Agents Next to 40,000 Humans

McKinsey runs 25,000 AI agents alongside 40,000 consultants. Their org structure offers a template most companies haven't started building.

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The AI Talent Exodus: When the People Behind Your Tools Go
Article Workforce 5 min read

The AI Talent Exodus: When the People Behind Your Tools Go

Mira Murati left OpenAI, raised $2 billion before shipping a product. Meta offered $1 billion to poach one engineer. Capital follows people, not products.

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Your Best Managers Probably Feel Deep Empathy. Their Teams Can't Tell.
Article Workforce 4 min read

Your Best Managers Probably Feel Deep Empathy. Their Teams Can't Tell.

A study of 968 people found no link between feeling empathy and showing it. One AI coaching session closed the gap by nearly a full standard deviation.

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66% of CEOs Froze Hiring for AI. The Real Problem Isn't Spending.
Article Workforce 4 min read

66% of CEOs Froze Hiring for AI. The Real Problem Isn't Spending.

Corporate America cut 1.17 million jobs to fund AI. Only 20% of organizations redesigned how work gets done. That gap is where AI budgets die.

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What 80,508 People Actually Think About AI
Article Workforce 5 min read

What 80,508 People Actually Think About AI

Anthropic surveyed 80,508 people across 159 countries. The average AI user holds 2.3 fears about the same technology they say is working.

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