{
  "video_id": "a12d7f594741dee2",
  "channel": "export-arxiv-org-rss-cs-ai",
  "title": "Toward Trustworthy AI: Multi-Target Adversarial Attacks and Robust Defenses for Continuous Data Summarization",
  "scores": {
    "depth": 2,
    "novelty": 2,
    "aria_relevance": 1,
    "production_ready": 1
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  "junk_penalty": 0,
  "avg_score": 1.5,
  "effective_score": 1.5,
  "verdict": "summary_only",
  "one_line_reason": "Solide theoretische Arbeit zu adversarialen Angriffen auf Data Summarization mit DR-submodular-Optimierung; wissenschaftlich sauber aber für Aria-Multi-Agent-Engineering peripher.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.001853,
  "triaged_at": "2026-06-11T15:02:47.517190+00:00"
}