Three CLAUDE.md Instructions That Make Claude Evolve With Every Conversation — Paweł Huryn's Knowledge Architecture in Practice

Paweł Huryn shares three CLAUDE.md instruction blocks—Knowledge Architecture, Decision Journal, and Quality Gate—that turn memory into a self-improving system. After a month, Claude had derived 24 project-specific rules from repeated work.