From File-Driven to Multi-Agent Collaboration: A Unified Design for the WiseClaw Medical Agent Harness

Published in May 2026 Written by: WiseClaw Architecture Team Over the past few months, we have been tackling two intertwined challenges. The first challenge is how to transform medical AI from a mere conversational tool—where the user asks a question and the system provides a single answer—into a system that continuously works to support a person’s long-term health. The second challenge is how to ensure that, in complex clinical scenarios, it no longer pretends to be an “all-knowing doctor,” but