Abstract

As medical AI agents accelerate administrative and clinical workflows, their speed advantage introduces a structural risk: agents can reason incorrectly faster than humans can intervene. We present SENTINEL, a mid-reasoning interception framework that audits agent reasoning traces before irreversible healthcare decisions are executed, gating actions through confidence tiers across an MCP-based healthcare RCM platform.