{
  "video_id": "e4b2a97f3b02e97a",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Which Changes Matter? Towards Trustworthy Legal AI via Relevance-Sensitive Evaluation and Solver-Grounded Reasoning",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "avg_score": 2.25,
  "verdict": "promote",
  "one_line_reason": "Multi-agent adversarial framework + formal reasoning (SMT solver integration) directly addresses Aria's eval-setup & engineering-principles; novelty in relevance-sensitive evaluation methodology for legal domain; strong depth in problem formulation and solver-grounded mitigation strategy.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001421,
  "triaged_at": "2026-05-27T15:01:49.122534+00:00"
}