NODES AI 2026 - The Future of Enterprise AI Is Context Infrastructure, Not Better Models

Manuel Maguga Darbinian discusses the future of enterprise AI, emphasizing the importance of context infrastructure rather than solely focusing on improved model quality. As artificial intelligence integrates into various workflows, the challenge arises from fragmented data across tools, documents, and conversations. The speaker introduces Spiintel’s architecture, which leverages ontology-driven intelligence to address context fragmentation within organizations. This session highlights the need for structured business logic, temporal memory to track evolving definitions, and governed execution for AI agents to transcend basic information retrieval.