菜单
Extract generalizable lessons from project work and convert them into reusable skills.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | knowledge-distillation |
| description | Extract generalizable lessons from project work and convert them into reusable skills. |
Category: Meta-Learning Priority: High
Extract generalizable lessons from project work and convert them into reusable skills.
Transform individual project experience into institutional knowledge.
Use this skill when:
memory_manager.py add with the task ID, summary, and key learnings. Example:
python .agents/scripts/memory_manager.py add \
--task-id "task-2026-07-04-001" \
--summary "Resolved SSR issue with React Three Fiber by forcing client-only rendering" \
--key-learning "Always wrap client-only 3D components in a client-only guard" \
--skill-updated react-three-fiber
Project: E-commerce checkout optimization
Lesson: N+1 queries are the #1 cause of slow list endpoints in Laravel.
Pattern: Always eager load relationships in list endpoints.
Action: Created skill "Database Query Optimization"
Linked to: Backend skill, Performance skill, Laravel template
Project done. Nothing special.
memory_manager.py if the lesson is reusable?Plan, reason, and verify across multiple levels using multi-step reasoning, tree-of-thought, and structured agent workflows.
Detect and repair security vulnerabilities or operational errors in the agent's own code and environment without manual intervention.
Generate and apply complete design systems from text descriptions or visual examples using AI and modern tooling.
Adapt user interfaces automatically based on device, viewport, user preferences, and contextual signals.
Build and query knowledge graphs automatically to capture relationships between entities, concepts, and project artifacts.
Run agent tasks in isolated, sandboxed environments to prevent malicious or untrusted code from affecting the host system.