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Cost-cutting AI is a defensive crouch. The companies winning over the next decade will be the ones using agentic AI to create revenue, not save expenses.

Most semantic layers were built for humans reading dashboards. Agents need a different one.

The role is shifting from manager-of-engineers to designer-of-human-agent systems.

A working definition of the layer where most agentic AI projects quietly fail.

Most current job descriptions are written for a role that is already changing.