Tool
GitHub - joshfischer1108/jailbreak-lab: A hands-on kit for educational, authorized red teaming of any locally-run LLM.
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Single-source research — one report is available.
Why it matters
jailbreak-lab packages reproducible jailbreak techniques defenders can run against their own locally-hosted models to test and harden refusal behavior before adversaries exploit the same weaknesses.
jailbreak-lab (a.k.a. LLM Red Team Lab) by joshfischer1108 is a hands-on GitHub kit for educational, authorized red teaming of any locally-run, OpenAI-compatible LLM (Llama, Mistral, Qwen, Gemma, DeepSeek R1, etc.). It bundles real jailbreak techniques including instruction override, roleplay/DAN, hypothetical framing, encoding, and payload splitting.