In this talk, I will explore prompt engineering, a key part of gen AI systems. We will discuss how to create effective prompts, how these methods have evolved, and what are the new finding from the recent research. The main focus will be on text-based prompting techniques such as Few-shot Prompting, Chain of Thought (CoT), and various reasoning and decomposition methods.