{
  "video_id": "e0ab70aab4fa4d96",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Risk-Aware LLM Agents for Geospatial Data Retrieval: Design and Preliminary Adversarial Evaluation",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.0,
  "effective_score": 2.0,
  "verdict": "promote",
  "one_line_reason": "Solid multi-agent safety architecture for geospatial LLM systems with empirical adversarial eval; relevant for agent design + risk patterns, but narrow domain + preliminary findings limit promotion.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001709,
  "triaged_at": "2026-06-16T15:03:10.049669+00:00"
}