closedclosed 2 Nov 2026Research1 Research / proof of conceptAI
RedDarwin: Evolving Jailbreak Skills against Frontier LLMs
RedDarwin
Researchers present RedDarwin, an agentic framework designed to evolve reusable jailbreak skills against frontier large language models. The study demonstrates how automated attack methods adapt to model safety safeguards.
- first report
- 19 Oct 2026
- last update
- 19 Oct 2026
Timeline · 1
Sources · 1
Research and catalogues
- 2026-10-19RedDarwin: Evolving Jailbreak Skills against Frontier LLMsarXiv · arxiv.org/abs/2610.23726
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Classification
- lane
- Research
- AI role
- Attack on AI
- categories
- Jailbreak
- severity
- 1 · Research / proof of concept
- targets
- Open-weight model
- owasp llm top 10
- LLM01:2025 Prompt Injection
- mitre atlas
- AML.T0054 LLM Jailbreak
- dates
- happened 19 Oct 2026 · first reported 19 Oct 2026
- origin
- News & research feeds
- record
- confidence 0.90 · created 2026-10-19 05:07Z · updated 2026-11-03 03:04Z
Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned
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# RedDarwin: Evolving Jailbreak Skills against Frontier LLMs https://gcdradar.vercel.app/incidents/reddarwin-evolving-jailbreak-skills-against-frontier-llms · AIR-2026-1399 · closed 2026-11-02 - Lane: Research - Severity: 1 (Research / proof of concept) - Fix status: Fix status unknown - First reported: 2026-10-19 - AI role: Attack on AI - Products: RedDarwin ## Summary Researchers present RedDarwin, an agentic framework designed to evolve reusable jailbreak skills against frontier large language models. The study demonstrates how automated attack methods adapt to model safety safeguards. ## What to do No action recorded; read the sources below and the vendor's advisory. ## Latest updates - 2026-10-19: RedDarwin: Evolving Jailbreak Skills against Frontier LLMs (https://arxiv.org/abs/2610.23726) ## Sources - 2026-10-19 arXiv: RedDarwin: Evolving Jailbreak Skills against Frontier LLMs https://arxiv.org/abs/2610.23726 Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.
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