{
  "video_id": "2607.07508",
  "channel": "cs.AI",
  "title": "Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 3
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  "junk_penalty": 0,
  "avg_score": 3.0,
  "effective_score": 3.0,
  "verdict": "promote",
  "one_line_reason": "Fundamentale Lösung für asynchrones RL bei Agenten mit klarer technischer Innovation (Single-Rollout statt Group-Wise), starker empirischer Validierung und direkter Relevanz für LLM-Post-Training-Pipelines; saubere wissenschaftliche Argumentation ohne Hype.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001972,
  "triaged_at": "2026-07-09T15:00:17.013232+00:00"
}