{
  "video_id": "52kMBrAI_IM",
  "channel": "uczhmqk67msjgfcctn7xbfew",
  "title": "ORPO: Monolithic Preference Optimization without Reference Model (Paper Explained)",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid technical explanation of preference optimization (ORPO) with good pedagogical depth, but limited novelty (paper from 2024, known approach) and minimal relevance to Aria's multi-agent/eval/observability/cost-optimization focus; lacks implementation guidance.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004824,
  "triaged_at": "2026-05-12T01:27:15.292650+00:00"
}