AWS Distinguished Scientist Byron Cook advocates for integrating formal verification—automated reasoning—with generative AI to combat false assertions and hallucinations. This neuro-symbolic hybrid approach mathematically verifies LLM outputs, enabling trustworthy applications in finance, security, and agentic systems. AWS already uses it to validate billions of real-time decisions and critical infrastructure.