How manage demand are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Manage demand 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 Manage demand inherits.
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Trigger: Sales planners initiate the planning cycle for an upcoming retail season or replenishment period.
Outcome: A finalized consensus demand plan is distributed to merchandising and supply chain teams to guide inventory procurement.