I built a clinical assistant that could summarize patient notes pretty well. Then I asked it about the same patient two weeks later, and it confidently ignored everything it had already seen. That’s when I realized: I hadn’t built a system. I’d built a stateless loop. What this system actually does Clinical CoPilot is a memory-first system for primary care workflows. It takes raw visit notes and