How train key staff in scoring the assessment are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Train key staff in scoring the assessment 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 Train key staff in scoring the assessment inherits.
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Trigger: An educational assessment is finalized and requires standardized scoring by designated personnel.
Outcome: Designated staff are fully trained, calibrated, and certified to apply the scoring rubric consistently.