In the rapidly evolving landscape of healthcare, healthcare apps have emerged as essential tools that empower patients and caregivers alike.These innovative applications utilize advanced algorithms, including reinforcement learning in healthcare, to customize support for users, particularly those navigating challenges like cancer treatment or cannabis use reduction.