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

2026-06-11

Abstract excerpt

Prior work showed that human-in-the-loop oversight becomes structurally untenable in high-loss domains once AI output velocity V exceeds human cognitive capacity C_max. The operative constraint, however, is V × L, where L is per-item cognitive load: triage, judgment, and response. These components respond asymmetrically to capability improvement. Triage cost does not decline, because semantic indeterminacy is inhe...

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Literature Corpus work: 53ed7d4e-a72c-5c2a-9012-dd0ebbf61d60
DOI: 10.20944/preprints202604.1948.v2

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