I heard terms like attention, Mixture-of-Experts, vLLM and tool calls every day - but never fully understood them. So I wrote this guide: it takes you from beginner to intermediate/expert level, from the matrix maths behind LLMs through attention, MoE and vLLM serving to tool calls and self-learning agents.