{
  "video_id": "2606.09577",
  "channel": "cs.CL",
  "title": "Code Is More Than Text: Uncertainty Estimation for Code Generation",
  "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": "Code-spezifische Uncertainty-Estimation mit drei orthogonalen Achsen (lexical/algorithmic/functional) direkt relevant für Aria Agent-Safety, empirisch validiert, keine Hype-Marker.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001759,
  "triaged_at": "2026-06-09T15:00:42.490441+00:00"
}