{
  "video_id": "lONyteDR4XE",
  "channel": "sebastianraschka",
  "title": "LLM Building Blocks & Transformer Alternatives",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Solid technical overview of 2025 LLM architectures (GQA, MLA, MoE) with good explanations, but covers well-established patterns without novel insights for Aria's multi-agent/eval/memory focus.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.004967,
  "triaged_at": "2026-05-15T09:05:20.219985+00:00"
}