{
  "video_id": "2607.06370",
  "channel": "cs.LG",
  "title": "Training-Free Acceleration for Vision-Language-Action Models with Action Caching and Refinement",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "promote",
  "one_line_reason": "Solide technische Arbeit zu Inference-Optimierung für Robotik-VLAs mit praktischen Gains, aber begrenzte Relevanz für Aria-Core (Multi-Agent-Reasoning, Brain-Architektur, Memory-Design beyond Action-Caching).",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001815,
  "triaged_at": "2026-07-08T15:00:59.077899+00:00"
}