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AI researchHigh

Many-Shot Jailbreaking: How Giant Context Windows Trick Filters

Validated facts

Anthropic Research (April 2024, arXiv:2404.03094). Because modern AIs can process hundreds of thousands of words of context, attackers feed in hundreds of fabricated Q&A dialogues until the model uncritically continues the pattern.

In plain language

The habituation tactic: Tell a bouncer 99 harmless stories and on the 100th he will nod through what should actually be forbidden.

Security relevance & practical tip

New AI capabilities (larger context windows) automatically create entirely new security holes.

Primary source / reference