Learner Skill

This is a Level 7 (self-improving) skill. It has two distinct sections:

• Expertise: Domain knowledge about what makes a good skill. Updated automatically as patterns are discovered.
• Workflow: Stable extraction procedure. Rarely changes.

Only the Expertise section should be updated during improvement cycles.

Expertise

This section contains domain knowledge that improves over time. It can be updated by the learner itself when new patterns are discovered.

Core Principle

Reusable skills are not code snippets to copy-paste, but principles and decision-making heuristics that teach Claude HOW TO THINK about a class of problems.