testing

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.