How do you evaluate the safety of an LLM (safety benchmarks and beyond)?

Safety is not one number. The candidates who pass name the axes, run benchmarks as a gate, and then explain why benchmarks alone certify nothing. Here is the framing interviewers score highest.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.