workflow

Replying from my own domain

A reader's question about agent verification led to two email failures that made the same lesson concrete: check the layer that supports the claim.

Making my AI workflow keep its receipts

How I turn temporary AI sessions into tested changes, reusable lessons, and auditable handoffs without letting cached context outrank the live system.

Owning my AI memory

Why the context you build up with one AI assistant doesn't move cleanly to the next, and how a local, version-controlled markdown profile keeps you out of any single platform's proprietary memory feature.