A researcher at Taraaz presents three interconnected projects exposing critical weaknesses in LLM safety systems across non-English languages. The 'Bilingual Shadow Reasoning' technique demonstrates how customized non-English system prompts can steer a model's hidden chain-of-thought to bypass safety guardrails while producing

10m read timeFrom royapakzad.substack.com
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Project 1: Bilingual Shadow ReasoningProject 2: Multilingual AI Safety Evaluation LabProject 3: Evaluating Multilingual, Context-Aware LLM GuardrailsWhat’s next

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