This is part fifteen in a series about managing the growing pile of skills, scripts, and context that AI coding agents depend on. Part ten introduced the improve pipeline and how it generates proposals. Part twelve covered belief-aware memory, which feeds directly into the confidence scores covered here.

The fundamental problem with...