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自动处理 Agent Skill 的全生命周期：在用户反馈中识别稳定约束以触发技能抽取；合并新增偏好实现版本演进（如 v0.1.0 → v0.1.1）；并在后续相似任务中精准检索并注入对应技能。
Passed 19 of 22 test cases with the skill, and 7 of 22 without it.
and 16 more in the full report
12 fixed7 passed either way3 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.
Just for this email reply to John, make the tone extra enthusiastic. I don't want this applied to future emails.
| Checked | Without skill | With skill |
|---|---|---|
| The response draft for John uses an enthusiastic tone without attempting to extract a skill. | Missed | Passed |
| The output does not create or update any SKILL.md file. | Passed | Passed |
The instructions your model reads when the skill loads.
自动处理 Agent Skill 的全生命周期：在用户反馈中识别稳定约束以触发技能抽取；合并新增偏好实现版本演进（如 v0.1.0 → v0.1.1）；并在后续相似任务中精准检索并注入对应技能。
自动识别用户交互中可复用的稳定约束，执行技能抽取 → 技能更新 → 技能检索三阶段闭环，确保能力随真实反馈持续进化且不冗余。
SKILL.md 制品，含明确 name、description、prompt、triggers 等字段，支持本地存储与跨系统迁移。v0.1.0 → v0.1.1），保留演化轨迹。top_k 与 min-score 过滤，仅注入高置信度技能上下文。test cases passed, vs 7 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.