# Low-memory Optimization

A quantized version based on the cognitivecomputations/Qwen3-72B-Embiggened model, quantized using llama.cpp, and can run efficiently in various environments.

Quantized version based on Qwen/Qwen3-30B-A3B, using llama.cpp for multi-precision quantization, suitable for text generation tasks.

This is a 24B-parameter large language model, processed with llama.cpp's imatrix quantization, offering multiple quantized versions to suit different hardware requirements.