{
  "video_id": "2605.26072",
  "channel": "cs.LG",
  "title": "Active Query Synthesis for Preference Learning",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solid active learning + preference modeling contribution with novel confidence-aware query synthesis, aber keine direkten Multi-Agent/Brain-Patterns; avg=1.5 exakt an Threshold-Untergrenze.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001351,
  "triaged_at": "2026-05-26T15:01:09.304925+00:00"
}