{
  "id": 10674457,
  "title": "ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM",
  "url": "https://urgent.news/2026/09/29/proofsec-benchmarking-epistemic-robustness-and-evidence-grounded",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-29T11:03:28.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/anuththara2007w/proofsec-benchmarking-epistemic-robustness-and-evidence-grounded-vulnerability-reasoning-in-24bm"
  },
  "original_language": "en",
  "account": null,
  "summary": "This is a submission for the Kaggle Benchmarking Challenge What happens when an LLM recognizes every lexical and semantic signature associated with a vulnerability - IDOR, BOLA, authorization bypass, predictable identifiers - but the available evidence does not actually establish that the vulnerability exists? That question is the foundation of ProofSec , an evidence-centric security reasoning…",
  "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."
}