{
  "video_id": "GYgpNKiuCJU",
  "channel": "datatalksclub",
  "title": "LLM Zoomcamp 1.5 — Search",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solid RAG fundamentals (retrieval, keyword vs. vector search, boosting mechanics) but pedagogical rather than novel; useful for engineering grounding but lacks multi-agent patterns, eval frameworks, or cost optimization insights relevant to Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0037500000000000003,
  "triaged_at": "2026-06-19T03:01:08.904609+00:00"
}