Your text safety tests all pass. How do you red team a model that also takes images and audio?
Your guardrail reads text. The attack is not in the text. That single sentence is the whole vulnerability, and the red team you build from it looks nothing like the one you already have.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Your guardrail reads text. The attack is not in the text. That single sentence is the whole vulnerability, and the red team you build from it looks nothing like the one you already have.
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.
