A framework that monitors LLM agent behavior, assesses reliability, and automatically heals failures to raise task success rates in multi-agent workflows.
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The paper introduces ClinQueryAgent, a conversational agent that converts natural language queries into database queries for population health management while keeping patient data secure, and reports its use by 128 staff across 15 NHS practices covering 148,319 patients.
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A Self-Healing Framework for Reliable LLM-Based Autonomous Agents
A framework that monitors LLM agent behavior, assesses reliability, and automatically heals failures to raise task success rates in multi-agent workflows.
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ClinQueryAgent: A Conversational Agent for Population Health Management
The paper introduces ClinQueryAgent, a conversational agent that converts natural language queries into database queries for population health management while keeping patient data secure, and reports its use by 128 staff across 15 NHS practices covering 148,319 patients.