{
  "video_id": "2607.08459",
  "channel": "cs.IR",
  "title": "Conversational Retrieval and On-the-Fly Knowledge Modeling of Historical Penitentiary Repression Records",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solides RAG+Graph-Memory-Pattern für Domäne, aber zu spezifisch (History/Archives), wenig konkrete Architektur-Details oder Code, fehlende Eval-Metriken.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001717,
  "triaged_at": "2026-07-10T15:01:48.396645+00:00"
}