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Developer Builds Autonomous AI Health Agent Using AutoGen, LangGraph, and HealthKit

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A developer tutorial published on DEV Community outlines how to build a multi-agent AI system that automatically monitors fitness data and adjusts nutrition plans. The system uses Microsoft's AutoGen framework to deploy three specialized agents — a Data Analyst, a Nutritionist, and a Logistician — each handling a distinct part of the health management pipeline. Apple HealthKit serves as the data source, while LangGraph manages state transitions between agents to ensure tasks execute in the correct order. Node-RED acts as the integration layer, triggering webhooks that update meal prep apps, grocery lists, and Google Calendar entries. The blueprint is designed to detect patterns such as high calorie burn paired with low protein intake, then autonomously generate and schedule corrective meal plans.

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