{
  "video_id": "QZ61wToFILM",
  "channel": "stanfordonline",
  "title": "Stanford CS547 HCI Seminar | Spring 2026 | Observing the User Experience in 2026",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid UX/HCI perspective on AI-driven fraud and ground truth in user research, but lacks multi-agent patterns, eval architectures, memory design, and engineering principles critical to Aria's system goals.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005154000000000001,
  "triaged_at": "2026-05-15T15:06:35.412465+00:00"
}