{
  "video_id": "6c8a2399015dffeb",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "GATS: Graph-Augmented Tree Search with Layered World Models for Efficient Agent Planning",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 1,
  "avg_score": 2.75,
  "effective_score": 2.25,
  "verdict": "promote",
  "one_line_reason": "Starke Multi-Agent-Planning-Innovation (UCB1 + Layered World Models, Zero-LLM-Inference) mit rigorosen Benchmarks; leichte Hype in Claims aber Substanz überwiegt; direktrelevant für Agent-Architecture und Cost-Optimierung.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001929,
  "triaged_at": "2026-07-13T15:00:33.500308+00:00"
}