Your red-team prompts are catching nothing, but incidents keep appearing in production. What would you change?

Instruction: Describe how you would improve adversarial testing when it stops matching reality.

Context: Tests how the candidate diagnoses the problem, chooses the safest next step, and reasons through recovery. Describe how you would improve adversarial testing when it stops matching reality.

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I would assume the red-team set is too synthetic, too narrow, or too disconnected from real workflows. If production incidents keep happening while red-team prompts show nothing, then the attack surface in the benchmark does not look enough like the attack surface in the product.

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Your red-team prompts are catching nothing, but incidents keep appearing in production. What would you change?

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