Claude Code is a powerful AI coding tool, but it forgets everything between sessions. Every time you start a new session, you have to re-explain your architecture, your conventions, your in-progress work, and your project context — from scratch. For developers working on complex, long-running projects, this meant hours of repeated context-setting. The challenge: build a persistent memory layer that captures, validates, and compounds project knowledge automatically.