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RedSOC Cracks Open AI SOCs to Adversarial Attacks — And Nails 100% Detection

An open-source tool just exposed how fragile AI in security ops centers really is. RedSOC benchmarks attacks and claims perfect detection — but is it too good to be true?

theAIcatchup Apr 09, 2026 3 min read
RedSOC benchmark table showing 100% detection rate for attacks on AI-powered SOCs

⚡ Key Takeaways

  • RedSOC benchmarks show 80% average attack success on undefended AI SOCs, with indirect injection at 100%. 𝕏
  • Detection layer achieves perfect 100% catch rate across 15 scenarios using simple, parallel checks. 𝕏
  • This could become the standard red-teaming benchmark for LLM-integrated security ops, mirroring OWASP for web apps. 𝕏
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#AI SOC #AI SOC security #RAG poisoning #RAG security #RedSOC #adversarial attacks #open source benchmark #prompt injection

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Originally reported by dev.to

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