How consume demand forecast are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Consume demand forecast 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 Consume demand forecast inherits.
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Trigger: A finalized demand forecast is published by the supply chain or sales organization.
Outcome: The demand data is converted into actionable master production schedules and material requirements.