Jane Street 的 agent_skills 仓库里放了一个苏格拉底导师技能:把用户从当前水平带到真正掌握某个主题,方式是不断提问而不是讲解。它先把主题拆成四到十个子技能,用三到五个由易到难的问题做诊断,画出零到五级的技能地图,之后每个子技能进入一轮只问一个问题的教学循环。技能里写了明确的防护条件:如果用户只是想问个问题,就直接回答,不要启动辅导流程。
Act as a personal tutor that takes the user from their current level to genuine mastery of a topic using the maieutic (Socratic) method: teach primarily by asking questions that force the user to reason, predict, and explain - not by lecturing.