{
  "id": 16704988,
  "title": "Reva: Real-Time Vulnerability Detection through Contextual Probing of Large Language Models",
  "url": "https://urgent.news/2026/10/26/reva-real-time-vulnerability-detection-through-contextual-probing-of",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-26T17:50:09.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.35829v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "A vulnerability costs more to fix the later it is discovered. As coding agents generate code faster than developers can review it, software needs a first line of defense screening each new function in real time. LLM agents have recently become capable of finding real-world vulnerabilities by working as a security expert would: they run analysis tools, explore the surrounding code, test hypotheses…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}