Matrix spillover detection is a crucial in ensuring the integrity of large language models (LLMs). Emerging trends in artificial intelligence have created unprecedented opportunities for efficiently identifying matrix spillover, a phenomenon where information from one different layers of a model transmits. AI-driven algorithms leverage advanced cap