{
  "video_id": "Xfl50508LZM",
  "channel": "aidotengineer",
  "title": "Ship Real Agents: Hands-On Evals for Agentic Applications — Laurie Voss, Arize",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 3
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Umfassender praktischer Workshop zu Agent-Evaluierungen mit direktem Code, Tracing-Setup, Meta-Evaluation und Production-Patterns – hochrelevant für Aria-Ziele.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.006764,
  "triaged_at": "2026-05-14T23:58:41.664103+00:00"
}