{
  "video_id": "e2f6844dc626eb82",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Planner-Centric Reinforcement Learning for Deep Research with Structure-Aware Reward",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Multi-Agent-Pattern (Planner/Answerer RL), strukturierte Reward-Design, explizite Plan-Dekomposition für komplexe Reasoning—direkt relevant für Aria Brain-Architektur und Credit-Assignment-Probleme.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001501,
  "triaged_at": "2026-06-01T15:00:53.456105+00:00"
}