How develop key or refine rubrics as necessary are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Develop key or refine rubrics as necessary 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 key or refine rubrics as necessary inherits.
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Trigger: A new assessment is designed, a curriculum is updated, or feedback indicates an existing grading tool needs modification.
Outcome: A finalized, standards-aligned scoring key or grading rubric is published and ready for educator use.