How to Deploy Multi-Agent AI: Setup CrewAI on Ubuntu 24.04 Bare Metal GPU

Multi-agent AI frameworks have shifted from experimental prototypes to production-grade automation engines. But running CrewAI or AutoGen agents via cloud APIs introduces crippling costs: a single age