{
  "video_id": "IvXTl3yj-4Y",
  "channel": "stanfordonline",
  "title": "Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 6 - Model Training",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid pedagogical overview of diffusion model training (UNet→DiT, loss functions, timestep sampling) with good practical intuition, but standard curriculum content with limited novelty and minimal relevance to Aria's multi-agent/eval/memory/distribution architecture goals.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0053560000000000005,
  "triaged_at": "2026-05-22T03:05:47.706743+00:00"
}