diff --git a/vision_agent/utils/execute.py b/vision_agent/utils/execute.py
index 15e4f9b9..05b03612 100644
--- a/vision_agent/utils/execute.py
+++ b/vision_agent/utils/execute.py
@@ -410,7 +410,9 @@ def upload_file(self, file: Union[str, Path]) -> Path:
         # Default behavior is a no-op (for local code interpreter)
         return Path(file)
 
-    def download_file(self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]) -> Path:
+    def download_file(
+        self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]
+    ) -> Path:
         # Default behavior is a no-op (for local code interpreter)
         return Path(local_file_path)
 
@@ -528,9 +530,13 @@ def upload_file(self, file: Union[str, Path]) -> Path:
         _LOGGER.info(f"File ({file}) is uploaded to: {str(self.remote_path)}")
         return self.remote_path
 
-    def download_file(self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]) -> Path:
+    def download_file(
+        self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]
+    ) -> Path:
         with open(local_file_path, "w+b") as f:
-            f.write(self.interpreter.files.read(path=str(remote_file_path), format="bytes"))
+            f.write(
+                self.interpreter.files.read(path=str(remote_file_path), format="bytes")
+            )
         _LOGGER.info(f"File ({remote_file_path}) is downloaded to: {local_file_path}")
         return Path(local_file_path)
 
@@ -625,7 +631,9 @@ def upload_file(self, file_path: Union[str, Path]) -> Path:
 
         return Path(self.remote_path / file_path)
 
-    def download_file(self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]) -> Path:
+    def download_file(
+        self, remote_file_path: Union[str, Path], local_file_path: Union[str, Path]
+    ) -> Path:
         with open(self.remote_path / remote_file_path, "rb") as f:
             contents = f.read()
         with open(local_file_path, "wb") as f: