{
  "video_id": "ILdE7FaAjVA",
  "channel": "aidotengineer",
  "title": "Under 5 minutes to a deployed LLM endpoint — Audry Hsu, RunPod",
  "scores": {
    "depth": 1,
    "novelty": 0,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 1,
  "avg_score": 1.0,
  "effective_score": 0.5,
  "verdict": "skip",
  "one_line_reason": "Product demo with operational value but zero technical depth, no novel insights, minimal Aria relevance (GPU infra != multi-agent patterns); light hype framing ('under 5 minutes') without architecture/engineering substance.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0052510000000000005,
  "triaged_at": "2026-06-15T01:59:57.116128+00:00"
}