LLM-Monitor

LLMPrivacySafety

LLM-Monitor

A low-cost, high-quality, evolvable privacy violation monitoring system for LLMs.

  • Compiled monitoring requirements into optimized representations executable by local medium-scale models
  • Achieved 15x faster monitoring than GPT-5.2 using a specialized Qwen3-8B-based model
  • Matched large public model (GPT-5.2) monitoring quality while being significantly faster and cheaper