2026-07-16 · 7 min read
A safer path to AI-assisted product automation
How to add AI implementation gradually with review gates, limits, and evidence.
Automate analysis before deployment
Start by asking AI to summarize signals, draft acceptance criteria, and propose a scoped change. These outputs are reversible and easy to review. Production mutations should come later.
Keep risk limits concrete
Define blocked paths, maximum files and lines changed, required tests, and a daily execution cap. A vague instruction to be careful is not a safety system.
Earn higher autonomy
Measure whether proposed changes pass tests, survive review, and improve the intended user outcome. Expand autonomy only for repeatable low-risk work with a clear rollback path.