In the evolving landscape of healthcare, a healthcare app stands out as a transformative tool for patients seeking personalized support, particularly for those undergoing challenging journeys like cancer treatment.This innovative mobile health technology utilizes cutting-edge algorithms and reinforcement learning in healthcare to tailor recommendations and reminders, significantly improving medication adherence among patients.