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57% of enterprises have watched AI agents be confidently wrong. The fix is an agentic context layer, but who has one?

calendar_today July 10, 2026 domain venturebeat

An enterprise AI agent answers with total confidence, but the number is wrong. Nobody catches it until someone traces it back to a stale metric definition or a document the retrieval system never pulled. The model did not fail.

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