ly8427

在你干真实开发时（边干边挖：搞懂 AI 正在做的这步，掌控方向）或干完提交后（事后挖： 回头搞懂一个甩手没懂的改动），就地陪你走一轮"先让你猜、再揭示、逼到原理"的回合制， 把黑盒变成你真懂、能复述、能迁移的东西。治的是 vibe-coding 的病：交付物在增加， 理解没跟上。触发词："干中学"、"帮我搞懂 AI 正在做的这步"、"我刚才那段没懂"、 "这个 commit 我说不清"、"帮我真正搞懂刚才做的"；掌舵（任务中途）："等等这步我没懂"、 "为什么这么改"、"这步我没跟上"。 English triggers: "learning by doing", "help me actually understand what you just did", "I didn't really get that last change", "I can't explain this commit"; mid-task: "wait, I didn't follow that step", "why did you change it this way". Output language follows the user (中文入中文出 / 英文入英文出，规则本体不变)。