The article critically reviews how recent advancements in large language models are transforming hadith computational science, focusing on new methods like transformer models and retrieval-grounded pipelines. This matters as it highlights the evolving landscape of digital analysis in Islamic studies, potentially altering research methodologies and outcomes.