{
  "video_id": "2606.19149",
  "channel": "cs.LG",
  "title": "OpenAnt: LLM-Powered Vulnerability Discovery Through Code Decomposition, Adversarial Verification, and Dynamic Testing",
  "scores": {
    "depth": 3,
    "novelty": 3,
    "aria_relevance": 2,
    "production_ready": 3
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  "junk_penalty": 0,
  "avg_score": 2.75,
  "effective_score": 2.75,
  "verdict": "promote",
  "one_line_reason": "Multi-stage LLM-reasoning pipeline mit explizitem Cost-Mangement, Verification-Loop und Open-Source-Release; starke Substanz in Context-Reduction (97%), Adversarial-Simulation und Dynamic-Validation ohne Hype-Marker.",
  "model": "claude-haiku-4-5-20251001",
  "cost_usd": 0.0018770000000000002,
  "triaged_at": "2026-06-18T15:01:30.166485+00:00"
}