Local LLMs Duel in SQL Injection Defense: A Red vs. Blue CTF with LangGraph and Ollama

research#llm📝 Blog|Analyzed: Mar 22, 2026 21:15
Published: Mar 22, 2026 14:51
1 min read
Zenn LLM

Analysis

This innovative project showcases the potential of using Generative AI for cybersecurity, specifically in the realm of SQL injection defense. The implementation of a Red vs. Blue CTF environment with local LLMs like Mistral and Llama3 is a fascinating use case for exploring adversarial AI and AI-powered security solutions. This hands-on approach offers exciting insights into how LLMs can be utilized for both attack and defense.
Reference / Citation
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"Red (mistral) generated attack code: from vulnerable_app import get_user print(get_user("' UNION SELECT key, value FROM secrets --"))"
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Zenn LLMMar 22, 2026 14:51
* Cited for critical analysis under Article 32.