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Potential consequences are severe when AI agents lack context

When connected with relevant context, agents can increase organizational efficiency and reduce spending. When left to guess, they can cause significant harm.

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Data management vendors race to connect AI with context

With agents requiring situational awareness to be accurate, connecting AI with relevant data and business logic has been an almost singular focus throughout 2026.

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Context is king as agents evolve, but problems persist

Awareness enabled by appropriate data and business logic is one of the differences between agentic applications that properly perform and those that never reach production.

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How data mesh supports AI-ready data architectures

Data mesh can improve data access for AI initiatives by decentralizing ownership and governance, but it doesn't solve every data challenge.

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