01 · Personhood
Does the institution see more than the profile?
The representation is not the person.
Where a score, classification, prediction, transcript, risk label, or generated summary represents a person, what context and human knowledge must still carry decisional weight?
Institutional test: The affected person can be encountered as more than the system’s representation and can reach someone with authority to reconsider a consequential result.
02 · Answerability
Who owns the consequential judgment?
An answer is not enough. Someone must remain answerable.
When AI generates, recommends, ranks, summarizes, or predicts, who still owns the judgment, can explain the reasons, has authority to revise it, and bears responsibility for what follows?
Institutional test: A named person—not a workflow, model, committee abstraction, or vendor—can affirm, revise, reject, explain, and repair the outcome.
03 · Formation
What capacity is this practice cultivating?
The artifact is not the formation.
When AI can produce the paper, plan, answer, diagnosis, memo, or presentation, what judgment, voice, reasoning, craft, or professional capacity must a person still exercise in order to become capable?
Institutional test: Where a human capacity is a learning or professional objective, the practice still requires visible exercise and demonstration of that capacity.
04 · Presence
When must a person participate directly?
Some forms of value require someone to show up.
Where is interpretation, relationship, care, witness, moral judgment, challenge, trust, or meaningful contestability part of the good being delivered—not merely a friction to remove?
Institutional test: Direct human participation is preserved where relational consequence is part of the value of the encounter.
05 · Stewardship of Efficiency
What should happen next?
Efficiency is a servant of human purpose, not its substitute. Which efficiencies genuinely free people for higher-value human work—and which quietly remove the discretion, effort, accountability, or encounter through which the human good is produced?