{
  "video_id": "4836f439a5fa6cd6",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "SEAGym: An Evaluation Environment for Self-Evolving LLM Agents",
  "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": "Direkt relevante Evaluations-Infrastruktur für Self-Evolving Agents mit rigorosen Methodiken (Train/Val/Test/Replay/Cost-Separation); saubere wissenschaftliche Arbeit ohne Hype, substanzielle praktische Signale über Overfitting und Capability-Collapse.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001905,
  "triaged_at": "2026-06-17T15:04:10.220612+00:00"
}