What is RedSOC framework?

Open-source tool to benchmark adversarial attacks on AI SOCs using RAG LLMs, with 100% detection on tested scenarios.

How does RedSOC detect prompt injection?

Via semantic scoring, provenance tracking, and response consistency — all parallel, model-agnostic.

Yes, fully local Python stack on GitHub, no APIs needed.

🔒 Security & Privacy

Your fancy AI SOC? One poisoned doc away from disaster. RedSOC finally stress-tests it properly.

theAIcatchup Apr 09, 2026 3 min read

RedSOC achieves 100% detection on adversarial attacks like indirect prompt injection that succeed 100% undefended. 𝕏
Open-source framework runs locally with LangChain and Ollama, exposing untested RAG flaws in AI SOCs. 𝕏
Echoes early web security wake-ups; ignore it at your peril in the coming AI arms race. 𝕏

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Community-driven. Code-first.

#AI SOC #AI SOC attacks #AI SOCs #RAG security #RedSOC #adversarial RAG #adversarial attacks #prompt injection #prompt injection detection

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Originally reported by Dev.to