Our AI Project Manager Remembered Who Dropped the Ball Last Sprint — And Didn't Assign It to Them Again

What if your project manager never forgot a single decision it ever made? Last weekend we built one. By Sunday night it was using a three-day-old conversation to override our instincts on task assignment — and it was right. The Problem Before Hindsight Every AI assistant we'd tried for project management had the same fatal flaw: goldfish memory. Ask it to assign a task — reasonable answer. Start a new session the next day — it had completely forgotten that Dexter was already overloaded, that Rahul had struggled with a similar scope last sprint, or that we'd explicitly decided to keep backend and frontend work separated. Each session started from zero. "Just use a bigger context window" was the obvious suggestion. We tried it. It helped within a session, but the moment a new conversation started, all that institutional knowledge evaporated. We then tried RAG over indexed meeting notes and sprint histories. Recall was shallow — it could surface relevant text, but it couldn't reason about