// blog
Field notes on AI automation, ERP integration, document workflows, and the boring engineering that decides whether a system runs for a quarter or five years.
I built pilot-spec to keep AI coding agents on one thread, with one spec, so I can actually track what changed, what was tested, and what broke.
tags: spec-driven-development · claude-code · ai-coding