{
  "video_id": "2606.23403",
  "channel": "cs.AI",
  "title": "Litmus: Zero-Label, Code-Driven Metric Specification for Evaluating AI Systems",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Litmus adressiert kritisches Eval-Problem (implicit evaluation intent → explicit metric specification) mit rigorous methodology, code-driven approach und starker empirischer Validierung; hochrelevant für Aria's Eval-Architecture und Agent-Deployment.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001856,
  "triaged_at": "2026-06-23T15:00:04.017259+00:00"
}