{
  "video_id": "zFw19qGAeGo",
  "channel": "techwithtim",
  "title": "How to Build PRODUCTION AI Agents in Python - Full Tutorial",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 3
  },
  "junk_penalty": 1,
  "avg_score": 2.0,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid hands-on tutorial with production-relevant patterns (durability, observability, multi-agent), but lacks architectural depth, novel insights, and Aria-specific relevance; framework-specific rather than principled engineering.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.005576,
  "triaged_at": "2026-06-18T03:00:18.979769+00:00"
}