Posts Tagged "Productivity"

If people remain responsible for work done by AI agents, they need to be able to see the work in progress and inspect the record it leaves behind.

Reviewing outputs answers whether the work is good. Reviewing plans answers whether it was the right work — and only one of those questions can be answered before the scope locks.

The problem with prompting isn't that you're doing it wrong. It's that prompting puts you in the wrong role. When you're the context-carrier every session — restating standards, reloading domain knowledge, correcting the output — you're not delegating. You're operating a tool with no institutional memory.

Most people doing serious knowledge work with AI still start in the same place: a blank chat window. I replaced that setup tax with a personal AI operating system built from specialized agents, composable skills, and persistent memory.