{
  "video_id": "6db12f463522432a",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Tool-Augmented Agent for Closed-loop Optimization,Simulation,and Modeling Orchestration",
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    "novelty": 2,
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  "verdict": "promote",
  "one_line_reason": "Multi-Agent RL-Pattern mit Tool-Orchestration, industrielles Eval-Setup und Constraint-Reward-Design direkt relevant fuer Aria Engineering-Principles und LLM-Agent-Architektur.",
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  "triaged_at": "2026-05-22T15:03:24.539422+00:00"
}