{
  "video_id": "2606.32017",
  "channel": "cs.LG",
  "title": "TRIAGE: Role-Typed Credit Assignment for Agentic Reinforcement Learning",
  "scores": {
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    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
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  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Strukturell innovative Credit-Assignment-Methode für agentic RL mit rigoroser theoretischer Fundierung (Variance-Reduction-Beweis) und konsistenten empirischen Gewinnen über Multiple Domains—direkt relevant für Multi-Agent-Reward-Design und Observability in Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001971,
  "triaged_at": "2026-07-01T15:00:44.604326+00:00"
}