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Context Engineering

1 GoKawiil brief on this topic

Enterprise AI reliability tied to inconsistent, fragmented document sources

Enterprise AI systems are largely built by connecting individual applications directly to source documents, generating separate chunks, embeddings and retrieval pipelines per use case. As companies scale up the number of AI agents and applications, teams end up duplicating work on the same documents and producing inconsistent, sometimes contradictory representations of the same business knowledge.