How implement kanban are reshaped as AGI capability advances.

About 50% of the work in Implement Kanban is information-shaped and increasingly AI-deliverable, with the rest a hybrid of judgment and hands-on work. The automation frontier runs straight through the middle of this role.
Why: With no child occupations seeded, this scalar relies on the process name 'Implement Kanban' and its automotive manufacturing lens. Implementing a Kanban system in manufacturing is a hybrid effort that blends supply chain process engineering and data analysis (digital work) with the physical configuration of shop-floor material flows, bins, and visual management systems (physical work).
grounded in the economy graph · digital scalar 0.50 · hybrid
Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Implement Kanban 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 Implement Kanban inherits.
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Trigger: A manufacturing team identifies a need to shift from push-based production to a pull-based material replenishment system to reduce excess inventory.
Outcome: A visual pull system is actively regulating material flow, minimizing work-in-progress inventory while preventing line starvations.