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

Read pinned source

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.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
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
Back to top