{
  "video_id": "2605.27079",
  "channel": "cs.LG",
  "title": "Trust Region Q Adjoint Matching",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid RL theory (trust regions, critic stability) with empirical validation, but niche domain (flow policy fine-tuning) and limited direct applicability to Aria's multi-agent/inference architecture patterns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.00142,
  "triaged_at": "2026-05-27T15:00:37.440185+00:00"
}