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Transferable CoT Jailbreaks Bypass LLM Output Safeguards at Scale

2026-07-20 14:31 UTC · arXiv cs.CR · read the source ↗ #llm-security#jailbreak#ai-safety
  • Engineer — Learn: Research shows output-only filters like Llama-Guard 3 are insufficient against reasoning-layer attacks; teams building AI applications should evaluate reasoning context, not just final outputs, when designing safety architectures.
  • SOC/IR — Skip
  • Leader — Learn: Finding that reasoning-capable models are 2x+ more vulnerable and standard output safeguards regularly fail has implications for enterprise AI risk posture; useful context for AI usage policies and vendor safety attestation reviews.
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