{
  "video_id": "npQMSpCA4Lo",
  "channel": "nvidiadeveloper",
  "title": "Build Custom Large-Scale Generative AI Models | NVIDIA GTC",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid practical insights on large-scale model training (data parallelism bottlenecks, GPU utilization) but covers established patterns without novel ML-systems architecture or Aria-specific multi-agent/observability insights.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005075,
  "triaged_at": "2026-05-15T15:04:11.497712+00:00"
}