{
  "video_id": "YSAkgEarBGE",
  "channel": "sebastianraschka",
  "title": "Build an LLM from Scratch 4: Implementing a GPT model from Scratch To Generate Text",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid foundational GPT architecture walkthrough with clear pedagogical approach, but standard transformer knowledge without novel insights or direct Aria relevance; production value limited to basic reference implementation.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0047420000000000006,
  "triaged_at": "2026-05-15T09:05:31.593196+00:00"
}