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Cover image for The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against LlmJailbreaks and Prompt Injections
Paperium
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The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against LlmJailbreaks and Prompt Injections

When AI Defenses Meet Clever Hackers: Why “Second‑Move” Attacks Matter

Ever wonder why some AI safety tools seem unbreakable—until they’re not? Researchers discovered that many current safeguards against AI “jailbreaks” and sneaky prompts are tested with only simple, predictable tricks.
In real life, however, attackers can learn the defense’s playbook and then craft smarter moves, much like a chess player who watches your opening and then counters with a perfect second move.
By letting the attacker “think ahead” and fine‑tune their approach, the team managed to slip past twelve supposedly strong defenses, succeeding over 90 % of the time.
This shows that a defense that looks solid on paper can crumble when faced with a determined, adaptive opponent.
It matters because we rely on these AI guards to keep harmful content out of our feeds and prevent risky commands from being executed.
Understanding this gap pushes developers to build tougher, more realistic safeguards.
The next wave of AI safety will need to expect clever, evolving attacks—so our digital world stays safe, even when the game changes.

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The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against LlmJailbreaks and Prompt Injections

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