A specialist that converts text into dense vector representations, optimized for Polish-language semantic understanding. It operates with a very small context window of 514 tokens, so it works best on shorter passages rather than long documents. Its strength lies in capturing meaning for similarity, retrieval, and classification tasks in Polish.