{
  "video_id": "2605.30126",
  "channel": "cs.LG",
  "title": "PARCEL: Pool-Anchored Resampling with Conditioned Elastic Queries for Efficient Vision-Language Understanding",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide technische Architektur für Vision-Language-Compression mit guten Insights zu Token-Effizienz, aber begrenzte Relevanz für Multi-Agent-Systeme und Brain-Design; keine unmittelbare Engineering-Anwendbarkeit für Aria.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001549,
  "triaged_at": "2026-05-29T15:00:59.793132+00:00"
}