Automation, optimization, reallocation
Distinguish task automation, task optimization, and task reallocation as separate redesign choices.
The same AI system can create three different redesign moves, each with different controls. Three redesign moves Task automation AI performs a bounded task thresholds + audit Task optimization AI improves human task speed or quality review + feedback Task reallocation Human capacity moves to higher-value work role redesign Operating model Controls, owners, measures, and handoffs change sustained value Machine-owned under conditions Human-owned but AI-improved Capacity moved to new work AI drafts the first risk summary, but a lawyer approves it and spends saved time preparing negotiation options. What is the best description?
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