{"type": "article", "title": "System, Not Model: Why Off-the-Shelf LLMs Don’t Replace a Pen Test", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/system-not-model-why-off-the-shelf-llms-dont-replace-a-pen-test", "original_source": "https://xint.io/blog/167832", "published": "2026-04-27T21:41:01+00:00", "accessed": "2026-06-10", "id": "system-not-model-why-off-the-shelf-llms-dont-replace-a-pen-test"}