Bigger context windows don’t automatically improve retrieval. Real gains come from reasoned, precise context—structured and guided by ontologies and knowledge graphs.

With GPT-5, the synergy between LLMs and ontologies is clearer than ever. Larger context, multimodal input, and tool use let models help build ontologies — and ontologies, in turn, strengthen LLM reasoning, creating a self-reinforcing loop of improvement.