{
  "video_id": "2606.31991",
  "channel": "cs.LG",
  "title": "Amplifying Membership Signal Through Chained Regeneration",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 1,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.25,
  "effective_score": 2.25,
  "verdict": "summary_only",
  "one_line_reason": "Technisch fundiert und methodisch neu (MADreMIA), aber orthogonal zu Aria-Kernzielen (Multi-Agent, Memory, LLM-Distribution); eher Privacy/Security-Forschung als Engineering-Pattern.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0017540000000000001,
  "triaged_at": "2026-07-01T15:00:46.634956+00:00"
}