AI That Evolves Its Own Prompts

Is the art of hand-crafting the perfect prompt about to be replaced by a science of evolving them? In this video, we deconstruct the groundbreaking research that teaches Large Language Models (LLMs) to improve their own prompts through evolution. We'll go "From the Lab to Your Laptop" to explore the core mechanisms behind two key papers: Google DeepMind's "PromptBreeder" and the "Self-Discover" framework. You'll learn how these systems use evolutionary algorithms and self-reflection to create prompts and reasoning structures that are often more effective than those designed by human experts. This isn't just a theoretical exercise; it's a look at the future of how we interact with and build upon AI systems. ### Papers Discussed: * [Self-Referential Self-Improvement via Prompt Evolution (PromptBreeder)](https://arxiv.org/abs/2309.16797) + [Colab Notebook showing Self-Direct algorithm](https://colab.research.google.com/drive/1aGANo5c1-wJd3jh4I_a90T_Q4BJ5JRGi?usp=sharing) * [Large Language Models Self-Compose Reasoning Structures (Self-Discover)](https://arxiv.org/abs/2402.03620) ### ABOUT THE CHANNEL This channel is for The AI Builder. We go deeper than the headlines to deconstruct the research that actually matters, translating abstract papers into practical understanding. If you want to look under the hood and understand the mechanisms behind the AI revolution, you're in the right place. From the Lab to Your Laptop. ### WANT TO GO DEEPER? This is the third video in my series on Evolutionary AI. Subscribe so you don't miss the next episodes where we connect these ideas to cutting-edge papers like AlphaEvolve and Godel Darwin Machine! ### SOCIALS * https://github.com/mdda * https://sg.linkedin.com/in/martinandrews * https://x.com/mdda123 #LLM #PromptEngineering #AI #ArtificialIntelligence #MachineLearning #EvolutionaryAI #AIExplained #TechExplained #gemma #colab