Stop Building More AI Copilots, and Start Building Cognitive Guardrails

· AI does not just change output quality. It changes what humans practice every day.

· Research already suggests pressure on verification, confidence calibration, learning transfer, persuasion resistance, and originality.

· The next defensible product category is not “more copilot.” It is software that measures and strengthens human cognition around AI workflows.