{
  "video_id": "c9efb9ef753e4bcd",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "MapSatisfyBench: Benchmarking Satisfaction-Aware Map Agents through Behavior-Grounded Implicit Decision Factors",
  "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": "Solid benchmark-design paper for LLM map agents (implicit-factor recovery), aber spezialdomäne ohne direkte Multi-Agent/Memory/Architecture-Relevanz für Aria-Core.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018319999999999999,
  "triaged_at": "2026-06-17T15:04:01.179853+00:00"
}