{
  "video_id": "2607.06124",
  "channel": "cs.LG",
  "title": "Static Metrics Are Insufficient: Predicting Java Method Energy Usage with Execution Time",
  "scores": {
    "depth": 2,
    "novelty": 1,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.25,
  "effective_score": 1.25,
  "verdict": "skip",
  "one_line_reason": "Solide empirische Studie zu Java-Energy-Prediction mit klarer Methodik, aber begrenzte Relevanz fuer Aria-Kernziele (Multi-Agent, LLM-Verteilung, Memory-Design) und keine direkt umsetzbaren Architekturen; eher Domain-spezifisches Profiling-Research.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001877,
  "triaged_at": "2026-07-08T15:01:01.722672+00:00"
}