How administer assessments are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Administer assessments sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Administer assessments inherits.
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Trigger: An instructional milestone is reached or a scheduled standardized testing window opens.
Outcome: Students complete the evaluation and their responses are securely collected for scoring.