{
  "video_id": "2606.13461",
  "channel": "cs.LG",
  "title": "Reinforcement Learning for Neural Model Editing",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide RL-Anwendung auf Model-Editing mit klaren Experimenten, aber begrenzte Relevanz für Aria-Architektur (kein Multi-Agent, Memory, Distribution, Observability) und fragliche Produktionsreife ohne Code/Skalierungsdetails.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001815,
  "triaged_at": "2026-06-12T15:01:06.770208+00:00"
}