AWS has introduced a new neurosymbolic approach within its Kiro platform to eliminate contradictions and ambiguities in software specifications. The system uses Large Language Models to interpret natural language, which is then verified by a 50-year-old automated reasoning engine to ensure mathematical certainty. This methodology aims to stop bugs at the design phase before they become costly production errors.