diff --git a/futures.py b/futures.py
new file mode 100644
index 000000000..26e8247c6
--- /dev/null
+++ b/futures.py
@@ -0,0 +1,14 @@
+import concurrent.futures
+import time
+import random
+import swarms.utils.futures
+
+
+def f(x):
+    time.sleep(random.random())
+    return x
+
+
+with concurrent.futures.ThreadPoolExecutor() as executor:
+    fs_dict = {str(i): executor.submit(f, i) for i in range(10)}
+    print(swarms.utils.futures.execute_futures_dict(fs_dict))
diff --git a/swarms/utils/futures.py b/swarms/utils/futures.py
index 744b44e0c..bc2d47ef7 100644
--- a/swarms/utils/futures.py
+++ b/swarms/utils/futures.py
@@ -1,12 +1,38 @@
 from concurrent import futures
-from typing import TypeVar
+from concurrent.futures import Future
+from typing import TypeVar, Dict
 
 T = TypeVar("T")
 
 
 def execute_futures_dict(
-    fs_dict: dict[str, futures.Future[T]]
-) -> dict[str, T]:
+    fs_dict: Dict[str, Future[T]]
+) -> Dict[str, T]:
+    """Execute a dictionary of futures and return the results.
+
+    Args:
+        fs_dict (dict[str, futures.Future[T]]): _description_
+
+    Returns:
+        dict[str, T]: _description_
+
+    Example:
+    >>> import concurrent.futures
+    >>> import time
+    >>> import random
+    >>> import swarms.utils.futures
+    >>> def f(x):
+    ...     time.sleep(random.random())
+    ...     return x
+    >>> with concurrent.futures.ThreadPoolExecutor() as executor:
+    ...     fs_dict = {
+    ...         str(i): executor.submit(f, i)
+    ...         for i in range(10)
+    ...     }
+    ...     print(swarms.utils.futures.execute_futures_dict(fs_dict))
+    {'0': 0, '1': 1, '2': 2, '3': 3, '4': 4, '5': 5, '6': 6, '7': 7, '8': 8, '9': 9}
+
+    """
     futures.wait(
         fs_dict.values(),
         timeout=None,