They answer different questions. The NIST AI Risk Management Framework is a voluntary framework for identifying and managing AI risk. ISO/IEC 42001 is a management-system standard against which an organization can be certified. The EU AI Act is binding law that assigns obligations according to a system's risk classification. This course teaches you to tell the three apart, to settle a system's risk classification before specifying any control, and to scope governance obligations from it. It teaches advisory-level application, not legal counsel.

Naming a person to review AI output is a control only if that person can do the job. The reviewer must be able to handle the volume, the pace, and the difficulty of spotting errors that look plausible, and human vigilance declines when errors are rare and output is heavy. This course teaches you to state the volume, cadence, and detectability of every human review control, to redesign the ones that fail by lowering throughput, making errors easier to see, or narrowing the system's autonomy, and to say plainly when a system should not run unattended at the volume proposed. A control no one can perform leaves the named reviewer answerable for errors they had no means to catch.

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