DeepMind’s AlphaEvolve blends LLM creativity with automated evaluation, unlocking breakthroughs from new matrix multiplication algorithms to global compute optimisation. Its success signals a new era for verifiable AI — and shows why enterprises need semantic frameworks like ontologies and knowledge graphs to bring similar rigour to complex business domains.