Matrix spillover detection plays a vital role in ensuring the integrity of large language models (LLMs). Novel developments in artificial intelligence have created unprecedented opportunities for efficiently identifying matrix spillover, a phenomenon where content across different layers of a model transfers. AI-driven algorithms leverage advanced