diff --git a/pyproject.toml b/pyproject.toml
index de1583e9e3..73e69dcd4a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,7 @@ triton = [
 ]
 
 windows=[
-    "unsloth_zoo>=2025.2.7",
+    "unsloth_zoo>=2025.3.1",
     "packaging",
     "tyro",
     "transformers>=4.46.1,!=4.47.0",
@@ -61,7 +61,7 @@ windows=[
     "xformers>=0.0.22.post7 ; platform_system == 'Windows'",
 ]
 huggingface = [
-    "unsloth_zoo>=2025.2.7",
+    "unsloth_zoo>=2025.3.1",
     "packaging",
     "tyro",
     "transformers>=4.46.1,!=4.47.0",
diff --git a/unsloth/__init__.py b/unsloth/__init__.py
index caa06b012d..c8f2926985 100644
--- a/unsloth/__init__.py
+++ b/unsloth/__init__.py
@@ -198,7 +198,7 @@ pass
 # Check for unsloth_zoo
 try:
     unsloth_zoo_version = importlib_version("unsloth_zoo")
-    if Version(unsloth_zoo_version) < Version("2025.2.6"):
+    if Version(unsloth_zoo_version) < Version("2025.3.1"):
         try:
             os.system("pip install --upgrade --no-cache-dir --no-deps unsloth_zoo")
         except:
diff --git a/unsloth/kernels/utils.py b/unsloth/kernels/utils.py
index 273eddcc20..5eb9b8f5ce 100644
--- a/unsloth/kernels/utils.py
+++ b/unsloth/kernels/utils.py
@@ -473,7 +473,7 @@ pass
 def matmul_lora(X, W, W_quant, A, B, s, out = None):
     dtype = X.dtype
     W = fast_dequantize(W.t(), W_quant, use_global_buffer = True)
-    
+
     if X.dim() == 3:
         batch, seq_len, d = X.shape
         X = X.view(-1, X.shape[-1])