How define records keeping and certifications required are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Define records keeping and certifications required 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 Define records keeping and certifications required inherits.
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Trigger: A new regulatory mandate, operational project, or change in asset lifecycle phase requires the establishment or update of documentation standards.
Outcome: A formal matrix detailing required records, retention schedules, and necessary personnel or equipment certifications is published and active.