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MedAgentAudit: Diagnosing and Quantifying Collaborative Failure Modes in Medical Multi- Agent Systems

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2026 1

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Governed Reasoning for Institutional AI

cs.AI · 2026-04-12 · unverdicted · novelty 5.0

Cognitive Core uses nine typed cognitive primitives, a four-tier governance model with human review as an execution condition, and an endogenous audit ledger to reach 91% accuracy with zero silent errors on prior authorization appeals, outperforming ReAct and Plan-and-Solve baselines.

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  • Governed Reasoning for Institutional AI cs.AI · 2026-04-12 · unverdicted · none · ref 18

    Cognitive Core uses nine typed cognitive primitives, a four-tier governance model with human review as an execution condition, and an endogenous audit ledger to reach 91% accuracy with zero silent errors on prior authorization appeals, outperforming ReAct and Plan-and-Solve baselines.