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Building a ReAct Agent from Scratch: A Step-by-Step Guide

  • This tutorial guides you on building a ReAct (Reasoning + Acting) agent from scratch using Python and OpenAI’s API.
  • The ReAct agent follows a specific loop of operations: Thought → Action → Observation. It breaks down complex problems, gathers necessary information step by step, and arrives at well-reasoned solutions.
  • The tutorial covers the necessary libraries, setting up the environment, configuring the OpenAI API key, creating the agent class, implementing the tools, and creating a function for the ReAct loop.
  • The tutorial demonstrates how the ReAct agent processes simple and complex questions, handles missing information gracefully, and formulates comprehensive responses.

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