{
  "id": 6356,
  "url": "https://arxiv.org/abs/2604.03968v1",
  "title": "TraceGuard: Structured Multi-Dimensional Monitoring as a Collusion-Resistant Control Protocol",
  "summary": "AI control protocols use monitors to detect attacks by untrusted AI agents, but standard single-score monitors face two limitations: they miss subtle attacks where outputs look clean but reasoning is off, and they collapse to near-zero safety when the monitor is the same model as the agent (collusion). We present TraceGuard, a structured multi-dimensional monitoring protocol that evaluates agent actions across five dimensions -- goal alignment, constraint adherence, reasoning coherence, safety a",
  "authors": "Khanh Linh Nguyen, Hoa Nghiem, Tu Tran",
  "category": "research",
  "topics": "safety-alignment,agents-autonomy",
  "orgs": null,
  "regions": null,
  "published_at": "2026-04-05T05:05:59.000Z",
  "fetched_at": "2026-07-14T16:32:24.293Z",
  "source_slug": "arxiv-ethics",
  "source_name": "arXiv",
  "source_homepage": "https://arxiv.org",
  "ethics_ai_record_url": "https://ethics.ai/record/6356",
  "original_url": "https://arxiv.org/abs/2604.03968v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}