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Credential Exposure

Credential exposure refers to the unauthorized disclosure or compromise of authentication credentials such as API keys, passwords, tokens, or certificates that grant access to AI systems and data. In AI governance contexts, this represents a critical security risk because exposed credentials can enable attackers to manipulate models, access sensitive training data, or inject malicious inputs without detection. Organizations must implement controls like secret management systems, regular credential rotation, and monitoring to prevent exposure incidents that could undermine model integrity and violate compliance requirements.

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