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detection-engine

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Hybrid prompt-injection detection engine (regex · Sentinel v2 · LLM judge) — 95.1% PINT balanced accuracy. Detection core of TUP AIGSMP. Built at Apart Research Global South Hackathon 2026.

  • Updated Jun 24, 2026
  • Jupyter Notebook

GUARDIUM is an intelligent Wazuh rule optimization framework designed to reduce false positives, improve alert accuracy, and assist SOC teams in maintaining high-quality SIEM detections. GUARDIUM combines rule analysis, threat context, and Large Language Models (LLMs) to automatically evaluate, explain, and optimize Wazuh rules.

  • Updated Jan 21, 2026
  • Python

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