{
  "video_id": "d7df10a5a70132da",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Sorries Are Not the Hard Part: An Expert-Review Case Study of a Semi-Autonomous Formalization",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Rigorous empirical case study revealing critical gap between LLM-assisted formalization (syntax) and human-level design (semantics/APIs); high novelty in evaluation methodology, moderate Aria relevance for Agent-Feedback-Loops and systematic capability-testing.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001715,
  "triaged_at": "2026-06-15T15:01:14.026428+00:00"
}