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Applied AI·July 23, 2026·1 min read

The foundation agentic AI can’t function without

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Agentic AI is exposing that the real control point isn’t the model — it’s the middleware that handles tools, state, and policy across systems. CIOs should be standardizing on an orchestration layer now, before every team wires agents directly into core apps and recreates spaghetti integration.

Applied AI

A Google study using millions of de-identified AI interactions finds AI is helping workers, not replacing them, and much AI use is "shallow" for certain tasks

Usage telemetry from millions of interactions suggests most enterprise AI today is lightweight assistance, not deep workflow automation. That’s a green light to invest in higher-friction, embedded use cases — the shallow stuff is getting commoditized, but the real productivity delta is still mostly untapped.