eval gates and confidence layer

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062026-11Stack Overflow Publishes Maturity Framework for Production AI AgentsStack Overflow published a series of posts in October 2026 proposing a maturity model for production AI agents, spanning eval gates, a confidence layer, safety and governance, and operational controls, aimed at helping teams turn demos into dependable systems. The posts argue that a feedback loop broken at the point of measurement is a structural barrier to building trust.Stack Overflow Blog