How do you evaluate the safety of an LLM (safety benchmarks and beyond)?
Safety is not a single number. The candidates who pass name the axes, run benchmarks as a gate, and then explain why benchmarks by themselves certify nothing. Here is the framing interviewers score highest.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Safety is not a single number. The candidates who pass name the axes, run benchmarks as a gate, and then explain why benchmarks by themselves certify nothing. Here is the framing interviewers score highest.
Lead with where the obvious approach breaks, because that is the judgment they are screening for — most candidates jump straight to the happy path and lose the room.
Then walk the failure back through the pipeline in order, naming the one metric the customer's exec sponsor actually cares about before you propose the fix.
