{
  "video_id": "f52888df70bb3913",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training",
  "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": "Novel turn-aware distillation optimization directly addresses long-horizon agent training efficiency—core Aria concern (agent architecture, training patterns, cost optimization) with rigorous experimental validation and concrete budgeting strategies.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001751,
  "triaged_at": "2026-07-08T15:02:25.583297+00:00"
}