Honestly memory seems like an overcomplicating way to solve this problem in the context of something like a coding agent. Rules and Skills are much more explicit, less noisy and easier to maintain. Just requires having an always on rule/system prompt to always update rules/skills as designs or architecture changes in a way that conflicts with old rules. Memories maybe make more sense for personal assistant use cases.