A hands-on tutorial demonstrating how to build a multi-agent AI system using CrewAI and Ollama. The tutorial creates two specialized agents: a YouTube content analyst that generates video topic ideas around AI and Python, and a script writer that creates detailed video scripts based on those ideas. The implementation uses local LLM models through Ollama (specifically Llama 3.1 8B) and showcases the sequential workflow where agents collaborate to complete tasks. The tutorial covers the complete setup process including virtual environment creation, agent definition with roles and backstories, task creation, and crew orchestration.