Preparing to prepare

A few thoughts from the gap between knowing and doing

Back in August I shared some research showing Q1 2026 is when AI-driven displacement accelerates. Not gradually over five years. Fast. Concentrated. Starting in a few weeks.

Since then, I’ve had a couple dozen conversations with people who read it.

Every single one says: “I see it. I know you’re right. I can see it happening at my company.”

Then they ask: …