{
  "video_id": "hvGa5Mba4c8",
  "channel": "umarjamilai",
  "title": "Direct Preference Optimization (DPO) explained: Bradley-Terry model, log probabilities, math",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Solid pedagogical intro to DPO fundamentals (Bradley-Terry, math derivation) but surface-level for production systems; no multi-agent patterns, eval frameworks, or distributed inference; best as foundational learning resource rather than Aria-relevant engineering guide.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004638,
  "triaged_at": "2026-05-16T03:02:06.553705+00:00"
}