{
  "video_id": "3cb8d4ec5a2a7611",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "A Sliding-Window-Based Reinforcement Learning for Dynamic Assembly Flow Shop Scheduling with Multi-Product Delivery",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid manufacturing scheduling paper with graph-RL novelty, but narrow domain focus and low direct applicability to Aria's multi-agent/observability core; no junk content but limited strategic value.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017380000000000002,
  "triaged_at": "2026-07-07T15:02:53.144828+00:00"
}