Unlike passive conversational AI, MyAlgo is a Proactive Healthcare Assistant that identifies health issues early and delivers solutions. Each time users take their supplements, it records their health status, and through the mobile app’s integrated data, the IoT dispenser instantly provides a personalized nutrient blend. This is enabled by a simple health status button, allowing users to log daily conditions and receive a new tailored formula each day. While conventional healthcare services see only a 3.4% self-reporting rate, MyAlgo achieves an outstanding 96.2% daily engagement as users naturally input data during personalization. Its breakthrough lies in continuously updating health information, assessing conditions, and recommending individualized solutions. Using GraphRAG, MyAlgo integrates long-term memory with contextual insights and combines three specialized modules—the Anticipation Agent, Planning Agent, and Initiative Agent. Together, they function like a personal physician, proactively delivering health evaluations and management strategies before potential problems escalate.