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Create Your Own AI Agents from Scratch: Step-by-Step Python Tutorial

🚀 Ready to build your own AI agents from scratch? In this hands-on Python tutorial, I show you how to: wire up OpenAI’s API, enforce JSON schemas with Pydantic, chain custom tools (weather lookups, DB queries, RAG retrievals), and create an LLM-powered assistant that thinks and acts like a pro.

📌 What You’ll Learn:
✔️ API Basics – Set up your OpenAI client, manage API keys, and send your first chat completion
✔️ Structured Output with Pydantic – Enforce JSON schemas for reliable machine-readable responses
✔️ Tool Integration – Register custom Python functions like weather lookups and database queries
✔️ Retrieval & Memory – Implement RAG-style retrieval from a knowledge base for real-world Q&A
✔️ Tool Chaining – Chain multiple tools and see your agent dynamically plan and execute steps
✔️ Debugging & Best Practices – Avoid common errors and deploy agents in real-world scenarios

⏱️ Time-stamped Chapters:
0:00 Intro & Why AI Agents Aren’t Magic
2:00 OpenAI API Setup & Basic Requests
4:06 Using Pydantic for Structured JSON Responses
6:34 Defining & Registering Your First Tool
14:00 Building a Retrieval Agent with a Knowledge Base
18:40 Advanced Tool Chaining Example
24:30 Debugging & Best Practices
27:00 Wrap-Up & Next Steps

💡 Whether you’re a Python developer, AI enthusiast, or data scientist, this tutorial will help you master AI agent creation from scratch and level up your AI skills.
👉 Like 👍, Comment 💬, and Subscribe 🔔 for weekly videos on:
• AI & Machine Learning Tutorials 🤖
• Python Programming 🐍
• LLMs & OpenAI Projects 🚀

💻 Code & Resources
Get the full code on GitHub → https://github.com/pythonlessons/ai-agents/tree/main/tutorials/bulding_blocks
Read the recommended Entropic blog post on AI agents → https://www.anthropic.com/engineering/building-effective-agents

#AIAgents #PythonTutorial #OpenAIAPI #LLMProjects #AIProgramming #MachineLearning #AIassistant #Pydantic #RAGretrieval #PythonCoding #AIdevelopment #AItools

Видео Create Your Own AI Agents from Scratch: Step-by-Step Python Tutorial канала Python Lessons
create AI agents AI agent Python tutorial OpenAI API tutorial build AI assistant Python AI tutorial AI agent step by step AI tool chaining RAG retrieval Python LLM assistant tutorial Pydantic JSON Python AI programming 2025 build AI apps autonomous AI agents machine learning tutorial AI coding project OpenAI Python example AI agent deployment AI project tutorial AI development guide advanced Python AI
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16 июня 2025 г. 15:03:11
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