Everything on AI Management

AI skill files function as living documentation that must be updated iteratively based on agent performance. This continuous refinement process ensures the model adapts to specific codebase standards and user preferences over time.

Impact: Improves long-term consistency and reliability of AI outputs by embedding institutional knowledge directly into the agent’s operational framework.

— from AI-Native Dev Tooling: Building Custom Skills for Claude Code · How I AI· Feb 09, 2026