Which of the following controls BEST mitigates the inherent limitations of generative AI models?

The AAISM governance framework emphasizes that the inherent limitations of generative AI—including hallucinations, bias, and unpredictability—are best mitigated by human oversight. Human-in-the-loop review ensures that outputs are validated before being used in sensitive or high-risk contexts. Regulatory adoption, system classification, and reverse engineering all play supporting roles but do not directly safeguard against the model’s inherent unpredictability. Governance best practices highlight human oversight as the critical safeguard.