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83% of organizations require infrastructure upgrades to support production-grade agentic AI, according to a survey of over 1,400 senior IT leaders. 62% face a significant inference tax from data egress fees and idle hardware. 79% cite security, governance, and MLOps as their top challenge to scaling inference.
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