{
  "video_id": "d46166ae0aaa5892",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "HyPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 2.25,
  "effective_score": 2.25,
  "verdict": "promote",
  "one_line_reason": "Starke theoretische Beitraege (Hyperproperties + HyperLTL fuer MARL), aber noch nicht production-ready; relevanz fuer Aria eher indirekt (Multi-Agent-Patterns, Observability). Junk-frei, aber als raw arXiv-abstract ohne Implementation-Details.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018570000000000001,
  "triaged_at": "2026-07-01T15:02:22.726392+00:00"
}