{
  "video_id": "2607.05375",
  "channel": "cs.LG",
  "title": "Fitted Occupancy-Ratio Evaluation without Bellman Completeness",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Hochwertige theoretische RL-Arbeit (Bellman-freie Occupancy-Ratio-Estimation), aber minimal relevant für Aria's Multi-Agent/LLM-Engineering-Stack; kein Junk, aber keine Praxis-Umsetzbarkeit.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001907,
  "triaged_at": "2026-07-07T15:01:22.609520+00:00"
}