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H. Sarafadeen

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Open access Aug 2026

Architectural Safety Mechanisms for Multi-Agent Clinical LLM Systems Under Knowledge Base Distribution Shift

A controlled evaluation framework using 50,000 synthetic type 2 diabetes patients with CKD and hypertension comorbidities shows stateful multi-agent graphs with programmatic safety floors bound error propagation under clinical knowledge shift.

M. A. Sulaiman, B. F. Oyeyemi, H. Sarafadeen · medRxiv · 0 citations