Large language models are transforming how humans interact with robots by enabling intuitive, high-level directives and decision-making. In this talk, we explore the latest developments in LLM-driven robotic control, demonstrating how these models interpret natural language inputs to perform complex tasks, adapt to dynamic environments, and open up new frontiers for human-robot collaboration.