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Build an AI Agent from Scratch in Raw Python - AI Agent Hands-on

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Overview

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Learn how to build an AI agent from scratch using raw Python in this 24-minute tutorial. Dive into agentic AI, which is rapidly becoming the industry standard, by creating your own agent powered by OpenAI's GPT-4o model. Follow along with a hands-on implementation of the ReAct agent architecture, a fundamental concept published in ICLR 2023 that has quickly established itself in the field. The tutorial covers implementation overview, chatbot creation, agent implementation, actions (tools) development, prompt engineering, and testing the completed agent. Access the accompanying GitHub notebook for reference and explore the ReAct paper to deepen your understanding of the underlying concepts.

Syllabus

0:00 - Intro
1:36 - Impelemtation overview
4:46 - ChatBot implementation
7:36 - Agent Implementation
13:44 - Actions Tools implementation
18:09 - Prompt
20:05 - Testing the Agent

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