{
  "video_id": "b462db2811b3c75a",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Reason Less, Verify More: Deterministic Gates Recover a Silent Policy-Violation Failure Mode in Tool-Using LLM Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 3.0,
  "effective_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Empirisch fundierte Arbeit zu kritischem Failure-Mode in Tool-Using Agents mit konkretem, verifizierbarem Interventions-Pattern (deterministic gates); direkt relevant fuer Aria-Safety und Action-Boundary-Verification.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0020239999999999998,
  "triaged_at": "2026-07-09T15:02:35.034449+00:00"
}