{
  "video_id": "A3pr709hE7s",
  "channel": "swahiliicttutorials5568",
  "title": "EXCEL VLOOKUP for Complicated data with 13 sheets  using Claude AI and Excel",
  "scores": {
    "depth": 1,
    "novelty": 0,
    "aria_relevance": 0,
    "production_ready": 1
  },
  "junk_penalty": 2,
  "avg_score": 0.5,
  "effective_score": 0.0,
  "verdict": "skip",
  "one_line_reason": "Excel VLOOKUP tutorial in Swahili with basic AI prompt engineering—no relevance to Aria's multi-agent/LLM architecture goals; repetitive explanation with low substance density and engagement-bait framing (27min for elementary content).",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.007600000000000001,
  "triaged_at": "2026-06-20T03:00:39.600726+00:00"
}