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A design pattern for Claude Code Skills that improve through use — more accurate, more efficient, never bloated. | 越用越准、越用越快、但不臃肿的 Skill 设计模式

26 starsPython

A governance pattern for self-evolving AI skills

Name: A governance pattern for self-evolving AI skills
Availability: InStock
Author: tiansenxu

by tiansenxu·Mar 6, 2026·1 point·0 comments

AI Analysis

●MidBig Brain

Claude Code Skill pattern paper—interesting theory, but unclear if it ships as a usable tool today.

Strengths

•Governance framework (five gates for selective knowledge ingestion) is thoughtfully designed to prevent skill bloat and catastrophic forgetting.
•Explicitly positions evolution at the inter-test-time context layer rather than model parameters, respecting Skill constraints.
•Bilingual README and arXiv paper citation show rigor; design choices are well-justified against self-evolving agent literature.

Weaknesses

•No concrete implementation, working examples, or evidence that this pattern actually works in practice with real Claude Code workflows.
•Positioning as academic pattern vs. shipping product makes it unclear who uses this today or how to adopt it beyond reading.