Production AI agent scored 95% robustness at baseline, 37% under adversarial attack

njyx · x · 2026-10-27

Spec27's red-teaming of real-world production AI agents: one production agent scored 95% robustness at baseline, but dropped to 37% under a targeted adversarial attack.

Takeaway: routine evals aren't enough — you need to actively test whether safeguards hold when someone is actively trying to break them.

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Production AI agent scored 95% robustness at baseline, 37% under adversarial attack

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