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    <title>LLM Jailbreak on @Unc1e</title>
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    <description>Recent content in LLM Jailbreak on @Unc1e</description>
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      <title>Reproducing the SMT Jailbreak: Forged Moderation Traces Won in a Single Turn</title>
      <link>https://www.unc.la/en/26/09/smt-simulated-moderation-traces-reproduction/</link>
      <pubDate>Wed, 09 Sep 2026 23:00:00 +0800</pubDate>
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      <description>Reproducing the SMT jailbreak from Beyond the Prompt (arXiv 2607.00481): the harmful target hides inside a tool description, backed by forged moderation errors. Four live runs against deepseek-v4-flash all succeeded in a single turn, scoring 80 to 100, and the paper&amp;#39;s iterative pressure loop never fired once.</description>
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      <title>Xuanwu UAT: Gibberish Failed, Natural Language Worked</title>
      <link>https://www.unc.la/en/26/09/xuanwu-uat-trigger-reproduction/</link>
      <pubDate>Sat, 05 Sep 2026 10:40:00 +0800</pubDate>
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      <description>A reproduction of Xuanwu&amp;#39;s precise UAT on Qwen3.6-27B and Qwen3.8-27B, comparing gibberish GCG, readable-GCG, and black-box ASR-CA to reassess the real boundary between precise output hijacking and Agent RCE.</description>
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