{
  "video_id": "56d2ba7f9d085ff1",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Beyond Static Evaluation: Building Simulation Environments for Scalable Agentic Reinforcement Learning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 1,
  "avg_score": 2.25,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Direkt auf Aria-Ziele (Eval-Setup, Multi-Agent-RL, Reward-Design) ausgerichtet; solide Engineering-Ansatz mit Reward-Hacking-Mitigation und Trace-Infrastruktur, aber noch früh im Entwicklungszyklus.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001786,
  "triaged_at": "2026-07-08T15:02:17.337565+00:00"
}