{
  "video_id": "2606.18005",
  "channel": "cs.AI",
  "title": "LLM Consumer Behavior Theory: Foundations of a Novel Research Field",
  "scores": {
    "depth": 2,
    "novelty": 3,
    "aria_relevance": 1,
    "production_ready": 0
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Theoretischer Rahmen mit hoher Novelity, aber keine direkte Aria-Relevanz (kein Agent-Engineering, kein Eval-Setup, keine praktische Umsetzung); reine Grundlagenforschung ohne Junk-Marker.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017530000000000002,
  "triaged_at": "2026-06-17T15:02:04.470339+00:00"
}