This expanded guide builds on our previous research to explore cutting-edge prompting techniques that unlock the full reasoning potential of modern LLMs. We dive into ReAct, ART, Reflexion, PAL, LLM-as-Judge, and Hierarchical Prompting with practical code examples and visual flowcharts. Perfect for developers and researchers who've mastered the basics and are ready to implement sophisticated prompting strategies for complex reasoning tasks. Includes a new framework for handling the latest generation of reasoning-enhanced models