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AI is shifting from "add AI features" to "run AI as a core production platform," driven by new model scaling guidance, agentic/knowledge-centric application patterns, and AI-native operations (AIOps).
AI is rapidly becoming an embedded, agentic layer across the stack-browser, developer tooling, and internal operations-while governance expectations (identity, auditability, safety) tighten. CTOs are now squarely on the critical path for making agentic AI safe, observable, and governable.
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