{
  "video_id": "WwbukAcMM4k",
  "channel": "uczhmqk67msjgfcctn7xbfew",
  "title": "Privacy Backdoors: Stealing Data with Corrupted Pretrained Models (Paper Explained)",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
  },
  "avg_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Deep technical ML security paper with novel backdoor attack mechanism, but limited relevance to Aria's multi-agent architecture, observability, and engineering patterns.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0052190000000000005,
  "triaged_at": "2026-05-12T01:26:46.606983+00:00"
}