HCD.7:4.8 - What Changes in Practice

A practitioner stops asking, “Do we have a teacher and an AI tool?” and asks, “Which exact contribution must reach which learner or task, who can supply it under these data and authority conditions, does capacity fit the critical window, what human checking remains, and what happens when it fails?” Missing support becomes a named result, not a surprise during practice.