How develop items or tasks (locally or contractor) are reshaped as AGI capability advances.
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Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Develop items or tasks (locally or contractor) 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 Develop items or tasks (locally or contractor) inherits.
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Trigger: A curriculum update, new test blueprint, or assessment cycle dictates the need for new educational test items or performance tasks.
Outcome: Fully reviewed, bias-checked, and validated assessment items or learning tasks are finalized and entered into the institutional item bank.