{
  "video_id": "JUD9AcFl3G4",
  "channel": "latentspacetv",
  "title": "Paper Club: Incompressible Knowledge and Model Fingerprints",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 1,
  "avg_score": 1.5,
  "effective_score": 1.0,
  "verdict": "skip",
  "one_line_reason": "Solid paper-club exposition of 'incompressible knowledge' framework (Lee/Pinecone) with clear methodology walkthrough, but primarily educational recap without novel implementation insights or direct Aria-system applicability; low junk, moderate substance.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.008513,
  "triaged_at": "2026-06-15T02:01:30.976832+00:00"
}