The story starts with the operating conditions that made the system necessary. Repeated work exposed where context disappeared, where decisions became difficult to trace, and where a reusable structure could replace manual reconstruction.

The implementation developed through practical use and deliberate iteration. Each pass clarified which information should be preserved, which behaviors should become reusable, and which outcomes needed to remain visible to both people and agents.