Cybersecurity

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

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Cybersecurity teams relying on cloud-hosted AI models face a "safety penalty" due to restrictive guardrails that hinder legitimate security operations during incidents, while attackers operate without such constraints. This asymmetry is exacerbated by the availability of unrestricted AI models for adversaries and the increasing capability gap between defensive and offensive AI tools. Organizations must monitor refusal rates and consider strategies like private infrastructure or model-as-a-service to reclaim operational sovereignty.

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