{
  "video_id": "dea6f74b7e7c0d24",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactions",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 3,
    "production_ready": 1
  },
  "avg_score": 2.0,
  "verdict": "promote",
  "one_line_reason": "Memory-augmented multimodal agents mit Long-term Personalization direkt relevant fuer Aria Brain-Architektur und Memory-Design; starke Aria-Relevance kompensiert Production-Ready-Schwaeche.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001448,
  "triaged_at": "2026-05-27T15:01:18.200059+00:00"
}