The New Productivity Paradox
We risk building 'so-so automation'. When large firms route abundant agent output through legacy approval processes,
productivity gains for one person instantly become overhead for another.
Path A
Path B
Legacy Approval Gates
Workslop
>40% of workers
encounter low-quality
AI output requiring ~2
hours of rework.
Context Infrastructure
& Agent Evaluations
True Output Gain
& High Agency
Abundant
Agent Output
electricity standard · fig 04
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