{
  "video_id": "GcCGzfKdCd0",
  "channel": "stanfordonline",
  "title": "Stanford MS&E435 Economics of the AI Supercycle | Spring 2026 | Building AI Factories",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "junk_penalty": 1,
  "avg_score": 1.5,
  "effective_score": 1.0,
  "verdict": "summary_only",
  "one_line_reason": "Solid macro-level infrastructure narrative (Cobb-Douglas, energy-first strategy) but lacks technical depth on architecture, observability, cost-optimization specifics; anecdotal case study over principled engineering patterns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005596,
  "triaged_at": "2026-06-19T03:00:44.836208+00:00"
}