In recent years, healthcare apps have emerged as transformative tools in modern medicine, offering users unparalleled support and guidance for their health management.These personalized healthcare apps harness cutting-edge technology, including AI healthcare solutions and reinforcement learning healthcare methods, to tailor interventions that suit individual needs.