{
  "video_id": "2607.02432",
  "channel": "cs.AI",
  "title": "Automated grading of Linux/bash examinations using large language models: a four-level cognitive taxonomy approach",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "summary_only",
  "one_line_reason": "Rigorose empirische Studie zu LLM-Bewertung mit starker Methodik und Taxonomy-Framework, aber tangential zu Aria-Fokus (Multi-Agent, Memory, Distribution, Brain-Arch); eher EdTech-anwendung als Engineering-Pattern.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001919,
  "triaged_at": "2026-07-03T15:00:26.995608+00:00"
}