AI Credential Theft

AI credential theft refers to attacks where malicious actors steal authentication credentials like passwords, API keys, and tokens used to access AI systems, data, and services. This threat is particularly acute in AI governance because stolen credentials can grant unauthorized access to training datasets, model weights, and deployment infrastructure, compromising confidentiality and enabling unauthorized modification of systems. Organizations must implement strong credential management, rotation policies, and access controls to prevent attackers from using stolen credentials to exfiltrate proprietary models, manipulate AI outputs, or establish persistent access to critical AI infrastructure.

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