Every LLM Self-Defense Eventually Broke
Researchers tested nine prompt injection defenses across 20,000 attacks. Every defense that relied on the model to protect itself failed. Only hard-coded output filtering survived.
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Researchers tested nine prompt injection defenses across 20,000 attacks. Every defense that relied on the model to protect itself failed. Only hard-coded output filtering survived.
Cloudflare and Microsoft threat reports reveal AI is transforming cyber warfare: 87% of organizations faced AI-enabled attacks, DDoS records shattered at 31.4 Tbps, and nation-states use jailbroken LLMs to generate malware.