{
  "video_id": "3c6b39feb2f46aec",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Silicon Sampling via Cross-Survey Transfer",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Rigorous empirical study on LLM-based survey simulation with solid methodology, aber tangential zu Aria-Core (Multi-Agent, Memory, Observability); eher sozialwissenschaftliche Anwendung als Engineering-Pattern.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001806,
  "triaged_at": "2026-07-07T15:03:04.651900+00:00"
}