AI Research
Flow-by-Flow:Content-Judgment Bypass for Governing AI Output in High-Loss Domains
Moving beyond content moderation to solve the human cognitive bottleneck in high-stakes AI production.
Prior work showed that human-in-the-loop oversight becomes structurally untenable in high-loss domains when AI output velocity V exceeds human cognitive capacity C_max. The operative constraint, however, is not V alone but V x L, where L denotes per-item cognitive load. L consist...
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ArXiv CS.AI
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ArXiv CS.AI
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As AI production speeds outpace human review capacity, traditional oversight fails due to the insurmountable cognitive load per item. This research provides a structural path forward by regulating production volume through objective cost metrics rather than subjective content vetting.
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