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.