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Dev.to
Dev.to
7/5/2026
Build a Self-Optimizing Fitness Agent with LangGraph and Notion

Build a Self-Optimizing Fitness Agent with LangGraph and Notion

Original: Stop Overtraining: Build an AI Agent to Auto-Sync Your Fitness Plan with Your Heart Rate (LangGraph + Notion)

Short summary

A LangGraph tutorial for building a self-optimizing fitness agent that reads Heart Rate Variability, analyzes recovery with an LLM, and automatically adjusts your Notion workout schedule. Demonstrates state-machine agentic reasoning with runnable Python code and explores patterns for multi-step AI decision-making beyond simple scripting.

  • LangGraph state-machine architecture for fitness automation
  • Closed-loop system: HRV data → LLM analysis → Notion updates
  • Runnable code example with LangChain + OpenAI integration

Generated with AI, which can make mistakes.

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