{
  "video_id": "ILZ45sxon-4",
  "channel": "machinelearningstreettalk",
  "title": "AI companions which really hook your attention [Sponsored]",
  "scores": {
    "depth": 1,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 0
  },
  "junk_penalty": 3,
  "avg_score": 0.75,
  "effective_score": 0.0,
  "verdict": "skip",
  "one_line_reason": "Sponsored advertorial disguised as documentary; heavy emotional manipulation, unsubstantiated claims (\"2 trillion tokens daily\", exoflop comparisons), Black Mirror theatrics, and zero technical depth on RLHF/eval methodology—pure engagement-bait without engineering substance.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.008539999999999999,
  "triaged_at": "2026-06-15T02:04:03.313856+00:00"
}