How do LLM agents turn plain English into complex action? This talk demystifies their inner loop, tool calls, memory, error handling, and goal pursuit, through a from fundamental deep dive into the mechanics that make real-world agents work. We'll start off which classical RL based agents and use that framework to understand cutting edge current LLM powered agents.