Two frames for what AI is doing to work. The tool frame makes tools smarter. The staff frame makes roles unnecessary. Those aren’t the same product, the same company, or the same industry.
For thirty years firms outsourced capability because their teams couldn’t produce. AI collapses the production gap. What’s revealed underneath is what was there all along.
User Acceptance Testing is supposed to be users + acceptance + testing. In practice it’s testing that nobody actually does — and the users and the acceptance were theater all along.
On roles, fleets, and the Hegelian reversal waiting at the end of the AI transition. The sequel to Knowledge Work Was Never Work and Apps Are Irrelevant.
I spent months building a meal planning app. This weekend I replaced it with two emails, a spreadsheet, and an AI model — and realized the stage I was racing toward wasn’t the destination.
Knowledge work was always coordination between humans who couldn’t share state directly. The artifacts were never the work. They were the overhead — and AI just made the overhead optional.
Work is dead. And we have killed it. AI didn’t defeat the myth that human value comes from reliable output — we built the systems that exposed it. What comes next isn’t replacement. It’s revaluation.
112 issues across 12 projects. Two new products went from nothing to code-complete MVP in single sessions. And the most interesting signal wasn’t the speed — it was the scout that came back empty-handed.