zhizhi

Kickoff (开工) — run before starting any non-trivial task. Diagnoses the gap between what the user asked for (the map) and what the codebase or domain actually requires (the territory), then applies only the techniques needed — blindspot briefing for unfamiliar territory, premise challenges that falsify what's treated as fact, throwaway prototypes and feasibility spikes for "I'll know it when I see it", one-question-at-a-time interviews for ambiguities, reference extraction, and an unknowns-first plan. Use when the user says "kickoff", "开工", "帮我开始", "找找我的盲区", "help me start", "find my unknowns", "what am I missing", "I don't know where to start", or when a previous attempt — theirs or an AI's — came back wrong and they don't know why.

Quiz-me (考考我) — after a large change, or any change the user didn't author themselves (AI-written code), generates a report explaining the context, intuition, and mechanics of what changed — then quizzes the user on it and grades the answers. Recommends merging only when the user passes completely. Use when the user says "quiz me", "考考我", "测测我", "我不放心这次改动", "do I actually understand this change", "explain what happened then test me", or after a long working session before merge.

Wrapup (收工) — run after implementation work is done, before merging or sharing. Reads the diff, plan, and implementation notes, then produces what the moment needs — a buy-in document that leads with the demo and answers reviewers' objections up front, and a quiz that verifies the user actually understands what changed, recommending merge only on a full pass. Ends by promoting session learnings into permanent context. Use when the user says "wrapup", "收工", "干完了", "I'm done", "package this up", "ready to merge", "get buy-in", or finishes a long working session.