“Why does my AI keep repeating itself?” — detects repeated phrases and injects them as negative constraints. Identified & scoped — packaging next.
Long conversations drift into loops. This watches the transcript for recurring phrases and feeds them back as things NOT to say. Born from a real coaching-app failure.
24 interactive classes on shipping real tools with Claude Code and a terminal — the same process that built this shelf, not a drag-and-drop toy track.
Every class ends with a working artifact you keep. The proof it works? You're looking at it — this whole shelf was built that way.
See the 24 classes