{
  "id": 16828114,
  "title": "Beyond QASecClaw: Agent Scaling, Verifier Feedback, and Evidence Reliability in Software Assurance",
  "url": "https://urgent.news/2026/10/27/beyond-qasecclaw-agent-scaling-verifier-feedback-and-evidence",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-10-27T10:06:26.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2610.36947v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Can additional specialist language-model contexts improve software assurance when deterministic tool evidence is already available? We study this question through five experiments spanning authored Java warning controls, OWASP Benchmark assessment, Defects4J test generation, SV-COMP assertion verdicts, and deliberately misleading evidence packages. The evaluated systems use…",
  "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."
}