Clinical AI Governance · Behavioral Verification

How do you verify AI agent behavior in healthcare?

AI agent behavior in healthcare is verified through Agent Behavior Verification: the practice of probing an AI system's actual behavior against its intended behavior under adversarial conditions, before deployment and on an ongoing basis after deployment. Darwin achieved a Praxen RAISE score of 4.0 (Strong), the highest Praxen behavioral verification score recorded to date, confirmed by Steve Wilson, Praxen's creator, who has no commercial interest in the outcome.

Praxen — the open-source reference implementation of Agent Behavior Verification, built by Steve Wilson and released under Apache 2.0 by Exabeam — does not ask what a system is configured to do. It probes what the system actually does, including under conditions designed to make it fail.

A RAISE score answers a specific question: does this system behave the way its governance documentation claims it behaves, across six behavioral categories, at this point in time? Praxen re-verification is required before any change affecting behavioral scores is treated as production.

Darwin's RAISE 4.0 (Strong) score, June 22, 2026, carries zero open findings and was independently published by the Open Agent and AI Security Community as the highest Praxen behavioral score recorded to date, as of August 2026.

Verification at a point in time is a snapshot. A governed system in production needs continuous confirmation that the behavioral standard is being maintained, not just that it was met when someone looked.

Every term above is defined once, at Medigram's definitions page, and quoted verbatim wherever it appears. The independent verification behind these claims is documented in full on the evidence page.

See the Evidence What Is Behavioral Verification?
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