{
  "video_id": "2605.28645",
  "channel": "cs.CL",
  "title": "GraphSteal: Structural Knowledge Stealing from Graph RAG via Traversal Reconstruction",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "avg_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Novel attack surface on Graph RAG systems with structured reconstruction methodology; directly relevant to Aria's observability, memory-design (KG privacy), and system robustness engineering.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001363,
  "triaged_at": "2026-05-28T15:00:45.425157+00:00"
}