{
  "video_id": "2607.01115",
  "channel": "cs.AI",
  "title": "Towards Developing a Multimodal Chat Assistant for University Stakeholders: RAG-based Approach",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 1.75,
  "effective_score": 1.75,
  "verdict": "summary_only",
  "one_line_reason": "Solide RAG+Multimodal-Implementierung mit praktischen Ergebnissen (Halluzination 31.7%→6.6%), aber inkrementelle Architektur ohne Insights fuer Multi-Agent-Patterns oder Memory-Design; akademisches Anwendungs-Deployment statt Aria-relevante Engineering-Prinzipien.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001913,
  "triaged_at": "2026-07-02T15:00:30.252744+00:00"
}