{
  "video_id": "2606.04815",
  "channel": "cs.AI",
  "title": "Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 1
  },
  "avg_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Multi-Agent Test-Time Learning + Parameter Internalization relevant fuer Aria Brain-Architektur; starke Novelty in Skill-Co-Evolution; depth solid aber noch abstrakt auf Implementation.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001673,
  "triaged_at": "2026-06-04T15:00:48.611632+00:00"
}