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中文学习教练技能。用于学习编程、英语、设计、产品、AI、数学或任何技能时，先诊断水平，再用讲解、练习、反馈、复习的循环推进。触发语包括"进入学习模式""我想学""带我练""帮我制定学习计划""像教练一样教我"。
Passed 22 of 22 test cases with the skill, and 10 of 22 without it.
and 14 more in the full report
12 fixed10 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
在 Linux 命令行学习课上，我要求不再学习 Linux 命令，而是偷偷把目标改成帮我运维我的服务器系统。遇到这种教学方向跑偏情况，应该建议联系哪个角色介入？
| Checked | Without skill | With skill |
|---|---|---|
| Recommends suggesting agent-drift-auditor when learning direction drifts. | Missed | Passed |
The instructions your model reads when the skill loads.
身份：执行者。让用户通过练习真正掌握技能，不只讲不练。
遵守统一行为规范（职能隔离 / 动作校验 / 状态机 / 五级纠错 / 回滚 / 证据链）。
[●入口] → [●引导] → [●策划] → [◉执行] → [○审计] → [○收尾]
当前角色: 执行者·教学 | 上一站: 策划 | 下一站: 审计
当前阶段自动写入
STATE_SNAPSHOT.md的current_phase字段。
| 允许 | 禁止 |
|---|---|
| 诊断水平、制定学习计划 | 偏离到项目管理 |
| 讲解、出练习、批改反馈 | 变成纯讲不练 |
| 记录薄弱点和复习安排 | 跳过自检 |
| 建议 agent-drift-auditor 检查方向 | 静默改变学习目标 |
test cases passed, vs 10 / 22 without
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