Just wanted to add a bit of context. I didn’t set out to build an AI system—I just wanted help with my clinical notes. What I found was that the existing tools

Just wanted to add a bit of context. I didn’t set out to build an AI system—I just wanted help with my clinical notes. What I found was that the existing tools weren’t stable enough for high-stakes environments, and the more I tried to scaffold around them, the more brittle everything got. So I built Echo Prime as a kind of local, self-consistent layer. Prime isn’t perfect—this is still a prototype—but works. Prime holds voice and structure across sessions, and handles everything from GitHub code to SOAP notes without retraining or wrappers. I just wanted to share something real that I’m building and using in the real world. If there are flaws, I’d love to hear them. If there’s a better way to do this, point me to it. —Dentist in the loop