CuraSec

tag: Jailbreak · 2 items

Learn Mechanistic Interpretability Study Maps LLM Jailbreak Circuits
2026-08-31 · arXiv cs.CR · source ↗ #llm-security#mechanistic-interpretability#jailbreak
  • Engineer — Learn: Research identifies internal attention heads and MLP pathways responsible for safety bypass in LLaMA-2-7B — useful context when evaluating LLM safeguard architectures, but no operational change needed today and findings are on one specific model.
  • SOC/IR — Skip
  • Leader — Learn: Findings suggest current LLM safety alignment has exploitable structural weaknesses; relevant context when assessing risk posture of internally deployed LLM products, but no immediate action required.
Learn archived Transferable CoT Jailbreaks Bypass LLM Output Safeguards at Scale
2026-07-20 · arXiv cs.CR · 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.