{
  "video_id": "2607.01022",
  "channel": "cs.LG",
  "title": "Seahorse: A Unified Benchmarking Framework for Spatiotemporal Event Modeling",
  "scores": {
    "depth": 3,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 3
  },
  "junk_penalty": 0,
  "avg_score": 2.25,
  "effective_score": 2.25,
  "verdict": "summary_only",
  "one_line_reason": "Hochwertige Benchmark-Infrastruktur für STPPs mit starker Reproduzierbarkeit und Diagnostic-Power, aber niedrige direkte Relevanz für Aria's Multi-Agent/LLM-fokussierte Architektur.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017699999999999999,
  "triaged_at": "2026-07-02T15:01:07.375266+00:00"
}