The human in the loop also needs a budget.
A workplace-governance argument that human oversight requires capacity, full-cost accounting, bounded mandates, evidence, and stopping authority.
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AIProductivity
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When tokens start costing like humans, AI architecture becomes governance.
A note on enterprise AI cost, scarce frontier oracles, local-first routing, and the hidden formation cost of replacing junior work.
AI will not make everyone a billionaire.
A note about personal AI presence helping people find real next tasks according to ability rather than selling billionaire fantasies.