Jailbreak Any Open Weight LLM With One Line of Code
Sockpuppetting hits 97% attack success on Qwen3-8B by prepending "Sure, here's how to..." to the model's output. No gradients, no optimization, just one line of inference code that outperforms GCG by 80 percentage points. The implications for self-hosted LLM deployments are wild.