{
  "video_id": "ca2202dad7e8d609",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Differentiable Belief-based Opponent Shaping",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Novel multi-agent belief-shaping method with strong aria_relevance für Multi-Agent-Patterns und Agent-Koordination; theoretisch fundiert aber praktische Implementierung unklar.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001389,
  "triaged_at": "2026-05-29T15:01:59.809849+00:00"
}