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Knowledge / Generative AI

Evaluation, Safety, and Reliability

Benchmarking, factuality, robustness, risk management, and production controls.

By Siddhant Krishna · Published 2026-10-06 · Updated 2026-10-06

01

Evaluation Dimensions

  • Capability.
  • Accuracy.
  • Factuality.
  • Robustness.
  • Safety.
  • Latency.
  • Cost.
  • Human preference.
  • Distributional reliability.

02

Risk Management

NIST's Generative AI Profile emphasizes lifecycle risk management and identifies generative-AI-specific considerations for organizations developing or deploying these systems.

References

  1. NIST AI 600-1 (2024; updated 2026).
    https://www.nist.gov/publications/artificial-intelligence-risk-management-framework-generative-artificial-intelligence
  2. Stanford Institute for Human-Centered Artificial Intelligence (2026).
    https://hai.stanford.edu/ai-index/2026-ai-index-report

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