Individual skill
capability-distill
能力蒸馏工作流——从用户批准的强模型访谈或真实任务轨迹中提取非显然的判断规则,形成可审计的 judgment packet,再交给 skill-audit 和 skill-creator 决定是否落成可加载 skill。当用户说“蒸馏这个模型的判断力”“把这次任务的关键决策固化下来”“模型窗口要关了,保留它在某类场景的判断”时使用。普通流程文档、直接写 SKILL.md、泛化最佳实践或未授权的会话日志扫描不使用本 skill。
skills/capability-distill/SKILL.md
Source commit 238e07625aeca5bcf0d6f7cb3e2d07f94c717194
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- Yes
- Observed behavior
- Not checked yet
- Last checked
- Nov 6, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 290
- Repository last updated
- Nov 4, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- ai-coding-assistant Repository topic
- claude Repository topic
- claude-code Repository topic
- developer-tools Repository topic
- productivity Repository topic
- automation Repository topic
- agent-skills Repository topic
- code-review Repository topic
- prompt-engineering Repository topic
- security Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 10,384 bytesevals/evals.jsonasset · 4,217 bytesevals/files/incident_existing_skills.mddoc · 759 bytesevals/files/incident_timeline.mddoc · 1,465 bytesevals/files/review_judgment_packet_v1.mddoc · 1,100 bytesevals/files/review_trajectory.mddoc · 1,320 bytes
Read excerpt
# Capability Distill
把“为什么在两个合理选项中选择其中一个”提取成证据支持的判断规则。不要把操作步骤、通用建议或原始会话内容换个格式包装成 skill。
## 与现有技能的边界
- `capability-distill`:选择获准证据、还原决策事件、提取判断规则、输出 judgment packet。
- `skill-audit`:判断这些规则是否值得成为 skill、归属哪个现有 skill、是否重复以及如何分层。
- `skill-creator`:创建或修改具体的 `SKILL.md`、设计 with-skill/baseline eval、迭代和验证触发描述。
- `skill-lifeguard`:当产物属于高影响工作流时补可靠性契约和漂移修复闭环。
不要在本 skill 中复制后三者的完整写作、注册或评测流程。目标是提供它们可消费的高信号输入。
## Operating Contract