{
  "video_id": "2605.25850",
  "channel": "cs.AI",
  "title": "TIAR: Trajectory-Informed Advantage Reweighting for LLM Abstention Learning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide RL-Methodik für LLM-Abstention (GRPO + Trajectory-Reweighting), aber wenig direkte Relevanz für Aria-Kernziele (Multi-Agent, Memory, Distribution); empirisch stark, praktische Umsetzung unklar.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0015539999999999998,
  "triaged_at": "2026-05-26T15:00:48.722234+00:00"
}