Integrating structured ontologies into Large Language Models fails to produce genuine reasoning. Critics argue that mapping concepts doesn't solve the underlying lack of world models. This limitation means LLMs remain probabilistic engines rather than logical thinkers. Practitioners should view knowledge graphs as retrieval aids, not a path toward artificial general intelligence.