Disclaimer: I provide educational support, data analysis, and system optimization guidance based on personal experience and technical understanding of AAPS/closed-loop systems. I do not provide medical advice, diagnosis, treatment, or therapy. All treatment decisions remain the responsibility of the individual and their healthcare team.