{
  "video_id": "2605.28187",
  "channel": "cs.IR",
  "title": "Whose Name Comes Up? III: Persona Prompting Effects in LLM-Based Scholar Recommendation",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Systematische Prompt-Audit mit starker Novelity und Tiefe, aber begrenzte Relevanz für Aria-Core (kein Multi-Agent, Memory, Observability) und eher Research als Engineering-fokussiert.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0014169999999999999,
  "triaged_at": "2026-05-28T15:01:28.308946+00:00"
}