{
  "video_id": "5PFXJYme4ik",
  "channel": "sebastianraschka",
  "title": "Build an LLM from Scratch 6: Finetuning for Classification",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid educational walkthrough of LLM fine-tuning for classification with practical code, but covers well-established patterns without novel insights or direct relevance to Aria's multi-agent/distributed architecture concerns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004862,
  "triaged_at": "2026-05-15T09:05:27.192512+00:00"
}