{
  "video_id": "2ec6acdff4f3fd6e",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games",
  "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": "Direkte Aria-Relevanz (Multi-Agent-Patterns, Eval-Setup, LLM-Code-Evolution); starke technische Tiefe mit drei konkrete Mechanismen (Co-Evolution, Hierarchical Eval, Weakness Pressure); Publikationsdatum 2026 zeigt aktuelle Forschung; empirisch validiert auf AAMAS-Wettbewerb mit Code-Release; sauber",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.002208,
  "triaged_at": "2026-06-10T15:07:00.311680+00:00"
}