Automation's Limit: Why Intent and Accountability Will Remain Human

As AI automates the middle layers of knowledge work, the irreplaceable human value concentrates at two ends: deciding what problems matter and standing accountable for results. This transforms workers from task executors into managers of AI systems, a shift essential for thriving in an allocation economy where intent and accountability replace execution speed as core competencies.