{
  "video_id": "2606.09082",
  "channel": "cs.IR",
  "title": "Teach Multimodal Recommendation Model to See via Personalized Visual Extraction and Adaptive Learning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 0,
    "production_ready": 2
  },
  "junk_penalty": 1,
  "avg_score": 1.5,
  "effective_score": 1.0,
  "verdict": "skip",
  "one_line_reason": "Solide Recommender-Systems-Forschung mit klarem Problem und Lösung, aber keine Relevanz für Aria-Ziele (Multi-Agent, LLM-Architektur, Memory-Design); leichte Hype im Titel ('Teach to See'), ansonsten sachlich.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001877,
  "triaged_at": "2026-06-09T15:01:30.778310+00:00"
}