SecureCAI: Injection-Resilient LLM Assistants for Cybersecurity Operations

Abstract

Large Language Models have emerged as transformative tools for Security Operations Centers, enabling automated log analysis, phishing triage, and malware explanation; however, deployment in adversarial cybersecurity environments exposes critical vulnerabilities to prompt injection attacks where malicious instructions embedded in security artifacts manipulate model behavior. This paper introduces SecureCAI, a novel defense framework extending Constitutional AI principles with security-aware guard

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@misc{ali2026securecai,
  title = {{SecureCAI: Injection-Resilient LLM Assistants for Cybersecurity Operations}},
  author = {Mohammed Himayath Ali and Mohammed Aqib Abdullah and Mohammed Mudassir Uddin and S. Alam},
  year = {2026},
  month = jan,
  eprint = {2601.07835},
  archivePrefix = {arXiv},
  doi = {10.48550/arXiv.2601.07835},
  url = {https://www.semanticscholar.org/paper/3d16be498e90f357318f27bf8c476567a51d4e47}
}