{
  "video_id": "2606.02461",
  "channel": "cs.AI",
  "title": "AGENTCL: Toward Rigorous Evaluation of Continual Learning in Language Agents",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 3,
    "production_ready": 2
  },
  "avg_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Rigorous eval-framework für continual learning in Language Agents mit Memory-Design-Diagnostics direkt relevant für Aria Brain-Architektur und Multi-Episode-Knowledge-Reuse.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001465,
  "triaged_at": "2026-06-02T15:00:09.776442+00:00"
}