Do you feel stuck in the real-time conversational design space? Does every ambitious AI initiative end up looking like a glorified RAG prototype? If you are looking to break free of the chatbot paradigm, join our session for a deep dive into advanced agent architectures that go beyond realtime chat. We will explore Agent Gym, which allows domain experts to correct workflows and enables offline optimization of tools and context; AI Co-Scientist, a complex multi-agent system that drives novel research hypothesis generation and validation across STEM; and AlphaEvolve, an algorithmic search agent that bridges the gap between black-box optimization and traditional mathematical programming techniques. Learn how these self-improving systems move beyond abstract research to solve high-stakes, real-world industry pain points to help your business achieve true autonomous scale.