{
  "video_id": "fc1264ef9642f6d6",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Physics-Audited Agentic Discovery in Scientific Machine Learning",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
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  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Verification-first agentic SciML mit echtem Engineering-Rigor (Physics-Auditing statt Error-only), neuartige Eval-Systematik, direkt relevant fuer Aria-Observability & Safety-Patterns in Agent-Discovery.",
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  "cost_usd": 0.001869,
  "triaged_at": "2026-07-09T15:02:28.993694+00:00"
}