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Large Language ModelsAI Regulation & PolicyVentureBeat AIPublished: Apr 14, 2026, 01:00 JST

Enterprise AI agents require production-grade governance and outcome-focused design to move beyond pilot projects and deliver measurable business impact.

AI agents must be designed around clear business outcomes and KPIs rather than starting as lab experiments or proof-of-concept demonstrations

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