Update README.md

README.md

@@ -24,7 +24,15 @@ base_model: cerebras/Qwen3-Coder-REAP-25B-A3B
 
 # Qwen3-Coder-REAP-25B-A3B-qx64-hi-mlx
 
-This model [Qwen3-Coder-REAP-25B-A3B-qx64-hi-mlx](https://huggingface.co/Qwen3-Coder-REAP-25B-A3B-qx64-hi-mlx) was
+The regular Deckard(qx) formula uses embeddings at the same bit as the data stores, in this case 4 bit. 
+
+The head and select attention paths are enhanced to 6 bit, and the model is quantized with group size 32(hi).
+
+There is an updated model: [Qwen3-Coder-REAP-25B-A3B-qx65x-hi-mlx](https://huggingface.co/nightmedia/Qwen3-Coder-REAP-25B-A3B-qx65x-hi-mlx) that uses embeddings at 6 bit and a base of 5 bit, and should perform slightly better on long context.
+
+-G
+
+This model [Qwen3-Coder-REAP-25B-A3B-qx64-hi-mlx](https://huggingface.co/nightmedia/Qwen3-Coder-REAP-25B-A3B-qx64-hi-mlx) was
 converted to MLX format from [cerebras/Qwen3-Coder-REAP-25B-A3B](https://huggingface.co/cerebras/Qwen3-Coder-REAP-25B-A3B)
 using mlx-lm version **0.28.3**.