The Hitchhiker's Guide to Agentic AI provides a full-stack reference for building autonomous systems. It connects transformer architecture and GPU optimization to high-level reasoning layers like GRPO and reward modeling. This technical framework moves beyond simple prompting. Practitioners gain a blueprint for deploying production-ready agents by mastering every layer of the pipeline.