{
  "video_id": "2606.32002",
  "channel": "cs.LG",
  "title": "Self-Study Reconsidered: The Hidden Fragility of Learning from Self-Generated QA",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 2
  },
  "junk_penalty": 0,
  "avg_score": 2.5,
  "effective_score": 2.5,
  "verdict": "promote",
  "one_line_reason": "Rigorose empirische Analyse kritischer Fragility in synthetischen QA-Pipelines mit klaren Failure-Modes und praktischen Mitigations-Strategien; hochrelevant für LLM-Training und Data-Curation in Multi-Agent-Systemen.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001859,
  "triaged_at": "2026-07-01T15:00:37.627443+00:00"
}