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WIKICROOK

Independent supervision

Oversight by a separate reviewer or evaluator intended to reduce self-attestation bias.

Independent supervision is oversight performed by a separate reviewer, auditor, or evaluator rather than the team that built or deployed a system. In cybersecurity and AI governance, it is meant to reduce self-attestation bias: the tendency to rate your own controls as stronger than they really are. A truly independent reviewer can challenge assumptions, validate evidence, and look for gaps that internal teams may miss.

This matters because security claims are only useful when they can be checked. In practice, independent supervision may include external audits, third-party red-teaming, board-level review, or compliance checks tied to release gates. It is especially important for AI systems that can be abused through prompt injection, data poisoning, or unsafe tool access. If the supervisor is separate from the operators, they are more likely to detect weak logging, poor access control, or tests that do not reflect real attack conditions. Independence does not guarantee safety, but it makes assurance more credible.

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