{
  "video_id": "6ba29be7f400a98a",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "When Should Service Agents Reconsider? Difficulty-Routed Control in Customer-Service Operations",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Fundierte arXiv-Forschung zu Multi-Agent-Routing, Conflict-Detection und Write-Safety in operativen Systemen—direkt relevant für Aria's Brain-Architektur und Observability-Patterns bei kritischen Entscheidungen.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0019130000000000002,
  "triaged_at": "2026-07-03T15:01:48.412401+00:00"
}