PERSPECTIVES

April 8, 2026 The Three Modes of Human Oversight (And Why Getting Them Wrong Kills AI Adoption)

Human-in-the-loop is not a binary state. It’s a spectrum with three distinct operational modes — and getting them confused is why most enterprise AI adoption stalls.

March 18, 2026 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.

March 18, 2026 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.