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Applied AI·July 10, 2026·1 min read

57% of enterprises have watched AI agents be confidently wrong. The context layer is the reason why

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When 57% of enterprises have seen agents fail due to stale metrics or missing documents, the bottleneck isn’t the model—it’s context plumbing and governance. Treat your retrieval layer, schema definitions, and document lifecycle as production systems, not side projects, or you’ll keep shipping confident hallucinations.