A specialist that converts text into dense vector representations rather than generating responses. Built on Mistral 7B Instruct v2 with masked next token prediction (mntp) training, it repurposes a generative backbone purely for embedding tasks. It handles long contexts up to 32k tokens, making it capable of encoding lengthy documents into single vectors.