Self-Improve Prompt Design Guide for writing self-improve prompts that maintain expertise file accuracy. Core Purpose Self-improve prompts teach agents HOW to learn. They: - Validate expertise against actual codebase (source of truth) - Identify drift between mental model and reality - Update expertise files automatically - Enforce line limits to prevent context bloat - Run after every ACT step in Act-Learn-Reuse When to Use - Creating maintenance workflows for agent experts - Designing validation logic for expertise files - Implementing the LEARN step of Act-Learn-Reuse - Writing self-improv…