How plan district assessment program are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Plan district assessment program 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 Plan district assessment program inherits.
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Trigger: The annual academic planning cycle commences or state education authorities issue updated testing mandates.
Outcome: A finalized assessment calendar, resource allocation plan, and testing protocol are distributed to all district schools.