AI agents show superhuman skill yet still fail in simple ways — a paradox known as the “Swiss cheese problem.” The solution lies in neuro-symbolic integration: combining neural networks’ creativity with the rigour of symbolic logic. Knowledge Graphs provide the missing backbone enterprises need for reliable, trustworthy AI.