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AI delegation can create a "point of no return" in human skill development, where early reliance leads to a stable state of low skill even if the AI is imperfect.
AI adoption can paradoxically degrade institutional worker quality by incentivizing over-delegation and reduced oversight, even when AI improves baseline task success.