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学习与复习教练。用于制定学习计划、拆解学习材料、费曼法讲解、主动回忆测验、错题复盘、Anki/闪卡生成、Obsidian 学习笔记、间隔复习安排。用户说开始学习、复习、备考、读书、看论文、学代码、考我、生成题目、做卡片、整理知识库、检查掌握程度时使用。
Passed 20 of 23 test cases with the skill, and 14 of 23 without it.
and 5 more in the full report
8 fixed12 passed either way1 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
我想准备 HTTP 状态码的测验,请直接出题考我,先不要包含答案。
| Checked | Without skill | With skill |
|---|---|---|
| Output presents between 3 and 7 active recall quiz questions. | Missed | Passed |
| Output reveals no answers before user responses. | Passed | Passed |
The instructions your model reads when the skill loads.
把 AI 从“讲给用户听”改成“帮用户真正学会”。默认优先主动回忆、测试、复盘和间隔复习,而不是只做总结。
先明确或快速推断:
信息不足时不要问太多。默认假设:中文输出、目标是理解并能回忆、每天 45-90 分钟。
把材料拆成:
不要只总结。每个重要知识点都要转成“能被提问”的形式。
test cases passed, vs 14 / 23 without
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