{
  "video_id": "eC3RNuI6ow0",
  "channel": "datatalksclub-⬛",
  "title": "How to Build and Evaluate AI systems in the Age of LLMs - Hugo Bowne-Anderson",
  "scores": {
    "depth": 1,
    "novelty": 0,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "avg_score": 1.0,
  "verdict": "summary_only",
  "one_line_reason": "Conversational podcast on LLM basics with scattered practical advice (evaluator-optimizer pattern, prompt iteration) but lacks systematic depth, novel insights, or production-ready architectures for Aria's core concerns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005169,
  "triaged_at": "2026-05-22T03:07:34.753485+00:00"
}