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PERSPECTIVES

PERSPECTIVES

On support operations, AI strategy, leadership, and the systems behind the work.

What Ramp-Time Reduction Actually Requires (It’s Not Better Training)

Most support organizations treat slow ramp times as a training problem. They’re wrong — it’s a design problem.

Why Most Support Orgs Treat AI as a Feature Instead of an Architecture Decision

AI pointed at a broken process doesn’t produce insight — it produces confident noise.