How review retention and engagement indicators are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Review retention and engagement indicators 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 Review retention and engagement indicators inherits.
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Trigger: A scheduled academic reporting period begins or automated systems detect shifts in student participation.
Outcome: Engagement trends are quantified and at-risk populations are formally flagged for targeted support interventions.