{
  "video_id": "YGo3ccVZuKQ",
  "channel": "arizeai",
  "title": "AI Agent Mastery Certification Course: Module 6 – Agent Evaluation",
  "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 pedagogical overview of agent eval fundamentals (LLM-as-judge, system vs. model evals, prompt design), but lacks depth in reasoning chains, novel frameworks, and concrete implementation patterns; suitable for beginners, not for advanced system design.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0054020000000000006,
  "triaged_at": "2026-06-17T03:00:26.629884+00:00"
}