{
  "video_id": "6401d6ecc5826cf3",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Beyond Static Leaderboards: Predictive Validity for the Evaluation of LLM Agents",
  "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": "Fundamentale Kritik an aktuellen Agent-Eval-Methoden mit empirischem Beleg für Rank-Instabilität; direkt relevant für Aria's Eval-Setup und Multi-Agent-Patterns, methodologisch sauber.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018279999999999998,
  "triaged_at": "2026-06-19T15:03:31.713159+00:00"
}