{
  "video_id": "901ea83809296ee2",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "From Static Context to Calibrated Interactive RL: Mitigating Distribution Shift in Multi-turn Dialogue with Aligned Simulator",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Theoretisch fundierte Lösung für Multi-Turn RL in Dialogue-Agents mit direktem Bezug zu Distribution-Shift und Simulator-Alignment—kritisch für Aria's Interactive-Agent-Architektur.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001488,
  "triaged_at": "2026-05-27T15:01:42.911137+00:00"
}