LLM-Free Multi-Agent Memory Architecture: How to Build Real Team Memory with Jira + GitHub + Commit Log

Introduction One of the biggest problems in software teams is not writing code. Code eventually gets written, refactored, tested, and deployed. The real challenge, most of the time, is this: "Why was this decision made?" When a developer joins a project, they can't understand the work just by lookin