The safety penalty: Reclaiming operational sovereignty in the age of AI

Cybersecurity defenders are facing a "safety penalty" where AI guardrails designed to prevent misuse actually block legitimate security work, such as analyzing malware or exploits. Cisco Talos reports that this creates a dangerous asymmetry, as attackers use unconstrained, self-hosted models while defenders are slowed down by cloud-based refusals. To regain "operational sovereignty," the firm suggests organizations move toward private infrastructure or hybrid models that allow them to control their own AI safeguards. This shift aims to ensure that a policy change by a cloud provider doesn't accidentally break a company's defensive capabilities during a crisis.

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