{
  "video_id": "OKBdwVr78DM",
  "channel": "sebastianraschka",
  "title": "Ratings and Rankings -- Using Deep Learning When Class Labels Have A Natural Order",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 0,
    "production_ready": 2
  },
  "avg_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Solid ordinal regression tutorial with practical code, but zero relevance to Aria's multi-agent, eval, memory, or LLM distribution architecture goals.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004302,
  "triaged_at": "2026-05-15T09:06:03.975673+00:00"
}