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Dev.to
7/21/2026
From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

Short summary

A tutorial on building an autonomous AI physician assistant using AutoGPT-style reasoning loops, OpenAI's GPT-4o, and SerpApi for web search. The agent parses raw medical reports via Pydantic schemas, searches for medical term definitions and hospital department availability, and outputs a structured health action plan with urgency scoring. Includes code for data models, search tooling, and the chain-of-thought system prompt driving the agent.

  • •Build an AutoGPT-style agent that interprets lab results and recommends follow-up actions
  • •Pydantic enforces strict JSON schema for medical findings and urgency scoring
  • •Uses GPT-4o with function calling and SerpApi for real-time medical and hospital lookups

Generated with AI, which can make mistakes.

#ai-agents#ai-tools
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