A compact, open-weight embedding specialist from hotchpotch, built to convert text into vector representations within an 8K token context window. At 25 million parameters, it sits on the lighter end of the spectrum, making it fast and resource-friendly. Its MIT license and open weights mean it can be inspected, modified, and deployed freely.