How plan master production are reshaped as AGI capability advances.

Roughly 85% of the work in Plan master production is information-shaped — already within reach of AI delivery. The question here is not whether it shifts, but which tasks go first and who staffs the residual.
Why: With no child occupations seeded, the digital scalar is derived from the process name 'Plan master production'. Master production planning is fundamentally an orchestration and coordination function—analyzing capacity data, forecasting, and generating schedules in ERP systems. Because the value step of this specific process is pure information transformation rather than direct physical manufacturing, it falls firmly into the digital band.
grounded in the economy graph · digital scalar 0.85 · digital
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Plan master production 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 Plan master production inherits.
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Trigger: Receipt of consensus demand forecasts, firm vehicle orders, and current inventory reports initiates the production planning cycle.
Outcome: A finalized, capacity-balanced master production schedule (MPS) is published and distributed to manufacturing plants and material planners.