Alex McManus

Agentic Governance and Adversarial Verification for Policy-Constrained LLM Healthcare Appeal Generation

AGVF (Agentic Governance and Adversarial Verification Framework) is proposed, a multi-agent architecture for medical-necessity appeal generation under explicit policy and evidence constraints and contributes a theory-backed agentic architecture and verified reference implementation for policy-constrained LLM generation...