Writing for Cybersecurity Insiders, Arkose Labs founder and CEO Kevin Gosschalk argues that detection alone can no longer tell defenders whether an AI agent on their network is authorized or malicious, since legitimate and adversarial agents now use identical tools and infrastructure. He lays out a classification framework built on known-good signatures, behavioral patterns, business logic, and challenge response, paired with graduated enforcement from allow to block.
