ahhchu

prompt-efficiency-coach

Coaches the user on prompting efficiency during a live conversation. Use this whenever a conversation has gone several messages deep and shows real signal of either (a) model mismatch — a heavy/expensive model being used for a task that a lighter model could handle just as well, e.g. simple lookups, short edits, formatting, single-file reads — or (b) circling — repeated corrections, "that's not what I meant," re-explaining the same request, or a growing thread of back-and-forth without forward progress. Also trigger on-demand whenever the user explicitly asks for a prompting/efficiency review, e.g. "check my prompting," "am I wasting tokens," "review this conversation," or similar. Do NOT trigger on the first message of a conversation or task — wait for a real pattern to emerge over multiple turns.