Drift, enforcement, AI-assisted engineering, receipts — and the occasional dispatch from inside the build.
Every ungoverned AI suggestion bends your system a fraction of a degree away from its standards. Here's the math of the bend, and the two interventions that flatten it.
How to tune severity with verdict data instead of opinions — and retire the rules that only make noise.
A Friday-night incident, a merged PR with no author who remembered it, and the question that became a company.
Why a spec's intake score should never silently improve — and what an honest confidence signal looks like.
Sealed boundaries turn 'the model changed something weird' into a class of bug that can't ship.
One essay a month on drift, receipts, and making AI answerable in the enterprise SDLC. No product spam.