{
  "video_id": "SP-kORMUZns",
  "channel": "machinelearningstreettalk",
  "title": "Build Specialist LLMs Like It’s 2019 (Randall Balestriero)",
  "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": "Solide empirische Findings zu Pretraining vs. Task-Specific Training, aber begrenzte technische Tiefe, keine direkten Aria-Ziele adressiert, spekulativ bei Mechanismen.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.008373,
  "triaged_at": "2026-06-15T02:04:15.686497+00:00"
}