{
  "video_id": "2605.25971",
  "channel": "cs.IR",
  "title": "Anticipate and Learn: Unleashing Idle-Time Compute in Proactive Agents",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "avg_score": 2.25,
  "verdict": "promote",
  "one_line_reason": "Proactive agent architecture mit Idle-Time-Compute direkt relevant fuer Multi-Agent-Patterns & Memory-Design; neue Eval-Methodik (ProActEval) und messbare Verbesserungen (14.8% Turn-Reduktion, 28.1% Hallucination-Drop) zeigen Praxis-Potenzial.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001584,
  "triaged_at": "2026-05-26T15:01:14.055963+00:00"
}