{"type": "article", "title": "Where the LLM Stops: Deterministic Scoring in an AI-Assisted VAPT Pipeline", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/where-the-llm-stops-deterministic-scoring-in-an-ai-assisted-vapt-pipeline", "original_source": "https://dev.to/maverickaayush/where-the-llm-stops-deterministic-scoring-in-an-ai-assisted-vapt-pipeline-4jcd", "published": "2026-08-22T12:01:52+00:00", "accessed": "2026-08-22", "id": "where-the-llm-stops-deterministic-scoring-in-an-ai-assisted-vapt-pipeline"}