{
  "video_id": "2607.06151",
  "channel": "cs.LG",
  "title": "Leveraging Extragradient for Effective Sharpness-Aware Minimization in Deep Learning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 0,
    "production_ready": 1
  },
  "junk_penalty": 1,
  "avg_score": 1.25,
  "effective_score": 0.75,
  "verdict": "skip",
  "one_line_reason": "Solid optimization paper (SAM variant) with theoretical grounding, aber orthogonal zu Aria-Kernanliegen (Multi-Agent, Memory, Brain-Architektur); praktische Relevanz fuer allg. DL-Training, nicht fuer Agent-Systems.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018670000000000002,
  "triaged_at": "2026-07-08T15:01:13.013531+00:00"
}