AI memory solves a real problem: every new session starts cold. An assistant can save facts about a project, retrieve them later, and avoid asking the same questions again. That works well for personal preferences and low-risk context. Team knowledge is different. When remembered information starts influencing incident response, architecture decisions, or production changes, persistence is not enough. The team needs to know: What was saved? Who checked it? Is it still current? ...