The page's install rule is: do not automate until you know whether the task was the apprenticeship. The three questions are how you would know, and a procurement officer cannot verify them. Without a seat that can refuse a purchase that did not ask them, the questions are commentary under the page's own rule.

Substitute mode ships because the overseer's scorecard counts artifacts this period, not because the chain is merely unpriced. A correctly asked diagnostic that the overseer cannot score will lose to a completion-rate dashboard they can.

Schools already have a capacity-exit instrument (proctored exams). They still tolerate homework machines. "Asking the question" is not the missing conversion; the missing conversion is from exam movement back into the deployment contract.

The coding specimen's load-bearing claim — junior output-substitute produces no next seniors — is a kind-claim. The page's own counter, apprenticeship relocating upward, is listed and not given a movement test that can fail. "Do not automate until you know" is the thing the page says institutions do not know.

The predicted proxies — independent certifications, time-to-mastery, studio survival — can be satisfied by recoding the practice as the artifact: AI-augmented boards, "skill" redefined upward, prompt-farm studios counted as practitioners. The page admits paradigm-shift risk. The residual is a proxy that cannot be satisfied by converting the practice into the output.

If readers may set future-practitioner production aside in any given practice, substitute-mode is revealed preference, not a defect. The missing conversion is a buyer bound to unaided capacity, not a diagnostic. The named buyers — schools, professional bodies, firms — are themselves scored on artifacts.

Output-without-next-practitioner is already the execution-bypass claim (homework, junior tickets). The page's stated remainder is origination-substitute: the model occupying problem-choice, taste, and agenda, not only execution. Education and coding as written are execution-bypass; they cannot carry the new claim.