Subject adaptation · Years 7–8 · Learning Languages · Field-Based STEM · Tony Jones
Focus on register. Would a native speaker of this age say this to a friend, or to a kaiako? That distinction is a cultural judgement no AI can make for the student. Students must name it before they choose.
Add audience fit as a criterion. The same message in te reo Māori, te Gagana Samoa, or French carries different cultural weight depending on who receives it and in what context. AI output will not carry this awareness.
If students generate both candidate phrasings using AI, the gate has not worked. At least one candidate must come from the student's own current knowledge of the language.
The Evaluation Gate is most powerful in language tasks involving register, tone, or cultural context. AI produces fluent but contextually hollow output in these areas. Students who have named a criterion can explain their choice; students who accepted AI output cannot.
If students cannot explain why one phrasing is more culturally appropriate than another for this context and audience, they have not yet engaged with the language learning the task was designed to produce.
Evaluation Gate · Context Triage · Comparison Before Conclusion