A specialist that lives entirely in the embedding space — it takes code and text and converts them into dense vector representations rather than generating any output. It handles long contexts up to 32k tokens, making it capable of embedding entire files or lengthy code snippets in one pass. Its open-weight nature means it runs locally without API calls, which suits privacy-conscious or offline workflows.