Matrix spillover detection is a crucial in safeguarding the integrity of large language models (LLMs). Emerging trends in artificial intelligence have paved the way for efficiently identifying matrix spillover, a phenomenon where content across different matrices of a model transfers. AI-driven methods leverage computational power to scrutinize the