Distilling Lessons Into Assets
当你(作为某个经验蒸馏流程的执行者,例如把一份复盘文档里的候选经验落成项目资产)要判断一条候选经验该落成纪律文档 / skill / workflow / subagent 中的哪一种、以及落地时该怎么写才不走样时用。教一套归宿判断决策树 + 四类资产各自的落地手艺与反模式:事实性 / 项目专属的经验归纪律文档(条目带 why);可复用的判断力 / 方法论归 skill(且需过其纪律型 body 的压力测试要求);确定性编排形状归 workflow;角色化专职分工归 subagent。核心红线:候选内容草稿到写进资产之间不允许脱离原始证据的改写 / 泛化;证据不足或归宿不确定也绝不静默丢弃,标注后落最低成本的托底归宿。Triggers:“这条经验该进纪律文档还是 skill”、“归宿判断”、“资产落地”、蒸馏流程引导加载、规划蒸馏计划阶段。Do NOT use when 你在做代码本身的工程手艺判断(那是另一个专管“代码/领域/合约/测试怎么设计”的 skill,与本 skill 不同 plane)、把目标切成任务依赖图(那是另一个专管“目标怎么切”的 skill)、把单个任务执行到验收(那是另一个专管“任务怎么优化到验收”的 skill)、判断一个能力要不要独立成 skill(那是仅服务本项目维护者、不分发给最终用户的治理判断,不是“经验→资产”的落地判断)。
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
一条候选经验摆在你面前:它可能该写进一份纪律文档、该长成一个新 skill、该固化成一段确定性 workflow、或 该配一个专职 subagent——选错归宿,这条经验要么被淹没、要么被滥用、要么干脆无人再看。本 skill 承载的是 这一步路由判断的品味,不是任何具体项目的执行流程(执行流程归调用你的那个命令/工作流本身)。
What this skill does
Distilling Lessons Into Assets is a community-contributed Claude Code skill in the education-learning sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/distilling-lessons-into-assets/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Distilling Lessons Into Assets Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 151,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/distilling-lessons-into-assets
curl -L https://claudskills.com/skills/distilling-lessons-into-assets/SKILL.md \
-o ~/.claude/skills/distilling-lessons-into-assets/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/distilling-lessons-into-assets/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/distilling-lessons-into-assets/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\distilling-lessons-into-assets\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the Distilling Lessons Into Assets Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/distilling-lessons-into-assets/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Distilling Lessons Into Assets skill do?
当你(作为某个经验蒸馏流程的执行者,例如把一份复盘文档里的候选经验落成项目资产)要判断一条候选经验该落成纪律文档 / skill / workflow / subagent 中的哪一种、以及落地时该怎么写才不走样时用。教一套归宿判断决策树 + 四类资产各自的落地手艺与反模式:事实性 / 项目专属的经验归纪律文档(条目带 why);可复用的判断力 / 方法论归 skill(且需过其纪律型 body 的压力测试要求);确定性编排形状归 workflow;角色化专职分工归 subagent。核心红线:候选内容草稿到写进资产之间不允许脱离原始证据的改写 / 泛化;证据不足或归宿不确定也绝不静默丢弃,标注后落最低成本的托底归宿。Triggers:“这条经验该进纪律文档还是 skill”、“归宿判断”、“资产落地”、蒸馏流程引导加载、规划蒸馏计划阶段。Do NOT use when 你在做代码本身的工程手艺判断(那是另一个专管“代码/领域/合约/测试怎么设计”的 skill,与本 skill 不同 plane)、把目标切成任务依赖图(那是另一个专管“目标怎么切”的 skill)、把单个任务执行到验收(那是另一个专管“任务怎么优化到验收”的 skill)、判断一个能力要不要独立成 skill(那是仅服务本项目维护者、不分发给最终用户的治理判断,不是“经验→资产”的落地判断)。
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Distilling Lessons Into Assets skill?
Use Distilling Lessons Into Assets when your Claude Code task falls under the General category — specifically in the education learning area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Distilling Lessons Into Assets" or describe the task and let Claude pick). Browse related skills at
/category/general/.
What is a Claude Code skill and how does the Distilling Lessons Into Assets skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Distilling Lessons Into Assets is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
nemori-ai. (2026). Distilling Lessons Into Assets [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/distilling-lessons-into-assets/
BibTeX
@misc{distilling-lessons-into-assets-2026,
author = {nemori-ai},
title = {Distilling Lessons Into Assets [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/distilling-lessons-into-assets/}
}
Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
Badge
[](https://claudskills.com/skills/distilling-lessons-into-assets/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/distilling-lessons-into-assets.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/distilling-lessons-into-assets.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Distilling Lessons Into Assets"></iframe>
Security scan
Grade A · scanned 2026-07-15 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
[](https://claudskills.com/skills/distilling-lessons-into-assets/#security)
More General skills
Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools:
PerfectStudio ·
Ucaption ·
UTagger ·
AutoXPoster ·
TestYourSkills ·
AutomationFlows ·
Au Naturel ·
Telegram @acreatorstore