Personal healthcare apps are reshaping the landscape of health management technology, offering innovative solutions that cater to individual needs, particularly for cancer patients.These applications utilize advanced algorithms, including reinforcement learning in healthcare, to provide personalized support, thereby improving medication adherence and overall well-being.