Pixeldev

The Systems Brief

Notes from building and running software for small businesses.

Practical, specific, occasionally opinionated. The things I end up explaining on calls, written down once.

25 August 2026
AI and automation

Human in the loop: where AI automation should stop and ask

A simple rule for deciding which steps a model can do on its own, and which ones need a person, with examples from real workflows.