Article

Flow-by-Flow: Content-Judgment Bypass for Governing AI Output in High-Loss Domains

2026-04-28

Abstract excerpt

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 × L, where L denotes per-item cognitive load. L consists of triage, judgment, and response, which respond asymmetrically to AI capability improvement. Triage cost does not decline as models be...

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Literature Corpus work: 083bfd74-ba67-575a-aab2-6addc1b8eb8b
DOI: 10.20944/preprints202604.1948.v1

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