AI adoption is not failing because the technology is weak. It's failing because the decision systems around it are weak. When roles are unclear, review standards inconsistent and leadership support absent, even good tools produce poor results. The evidence is mounting that the real bottleneck is organisational, not technical.

This article examines how AI assistance reshapes human judgement by changing when reasoning begins and how errors are detected.

This post explores the cognitive costs of using ChatGPT too early and too heavily and shows how to use AI in a way that strengthens rather than replaces your thinking.