dsh-mastery-loop

mastery-loop A general exam-revision loop for DeepSeek Harness.It reads your course materials and your notes vault, then drills you — question, grade, question again — until every knowledge point reaches your target accuracy, and finally hands you a pre-exam list.

Two things make it different from a quiz bot: - Every question requires you to write your reasoning, not just your answer.Grading checks the reasoning first, then the answer.A lucky guess does not count as correct.- Wrong-answer reasons are stored verbatim and reused.

So a mistake you make three times is counted three times, instead of splitting into three near-synonyms and vanishing from the statistics.通用应试复习闭环：读你的课程材料与笔记库 → 出题 → 批改 → 再出题，直到每个知识点的熟练度都达到目标正确率，最后产出考前 list。每道题都要求你写出思维链 ，批改先判思维链再判答案， 蒙对不算对 。

--- 安装 用法：两步 1 · 先初始化（只跑一次） 它会探测你的课程材料与笔记库，问清路径 / 素材 / 语言 / 融合方式 / 卷子格式，然后在你 知识库根目录 生成 6 个文件并校验： 文件 作用 --- --- ledger.