{
  "video_id": "fa76f5ceb30380f2",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "$ECUAS_n$: A family of metrics for principled evaluation of uncertainty-augmented systems",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid formal contribution on uncertainty quantification metrics, aber orthogonal zu Aria's Multi-Agent/Memory/Distribution-Focus; theoretisch statt engineering-praktisch.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001263,
  "triaged_at": "2026-05-22T15:03:32.480983+00:00"
}