{
  "video_id": "2607.04763",
  "channel": "cs.CL",
  "title": "Multi-Turn On-Policy Distillation with Prefix Replay",
  "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": "Kern-Contribution zu Multi-Agent On-Policy Distillation mit klarer Problem-Formulierung (Prefix Trap), rigoroser Lösung (Reliability-Aware Design) und starken empirischen Trade-offs (4x speedup, zero tool calls); direkt relevant für Aria Memory/Agent-Architecture und Cost-Optimierung.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.00196,
  "triaged_at": "2026-07-07T15:00:55.642291+00:00"
}