{
  "video_id": "WPPFD5c9QGI",
  "channel": "ai-makerspace",
  "title": "CertOps Studio by Joseph Mata - AIE9 Demo Day",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solides Multi-Agent-Pattern (adaptive exam + builder-pipeline) mit LangGraph & RAG, aber oberflächliche Architektur-Erklärung und bekannte Patterns; relevant für Eval-Setup und State-Management, jedoch nicht für Core-Aria-Systeme.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.003194,
  "triaged_at": "2026-05-15T15:02:46.457361+00:00"
}