ai-agents-portfolio

Case 4: Claude Code as an engineering OS

Problem

I run several client websites and internal systems alone, many of them in production with no staging. I needed the AI coding agent to be fast, but never to act on production without approval, repeat a past mistake or quietly burn tokens.

What I built

Measured result

The approval gate logged 114 “violations” at first. Reading the log showed that 73 of the 114 were false positives: an edit made right after the user approved it was still flagged. I fixed the rule instead of living with the noise, because a gate that cries wolf gets ignored.

Code samples: code/hooks/.