diff --git a/src/crewai/project/utils.py b/src/crewai/project/utils.py
index e8876d941..ea1875c01 100644
--- a/src/crewai/project/utils.py
+++ b/src/crewai/project/utils.py
@@ -1,14 +1,38 @@
+"""Utility functions for the crewai project module."""
+
+from collections.abc import Callable
 from functools import wraps
+from typing import Any, ParamSpec, TypeVar
+
+P = ParamSpec("P")
+R = TypeVar("R")
 
 
-def memoize(func):
-    cache = {}
+def memoize(meth: Callable[P, R]) -> Callable[P, R]:
+    """Memoize a method by caching its results based on arguments.
 
-    @wraps(func)
-    def memoized_func(*args, **kwargs):
+    Args:
+        meth: The method to memoize.
+
+    Returns:
+        A memoized version of the method that caches results.
+    """
+    cache: dict[Any, R] = {}
+
+    @wraps(meth)
+    def memoized_func(*args: P.args, **kwargs: P.kwargs) -> R:
+        """Memoized wrapper method.
+
+        Args:
+            *args: Positional arguments to pass to the method.
+            **kwargs: Keyword arguments to pass to the method.
+
+        Returns:
+            The cached or computed result of the method.
+        """
         key = (args, tuple(kwargs.items()))
         if key not in cache:
-            cache[key] = func(*args, **kwargs)
+            cache[key] = meth(*args, **kwargs)
         return cache[key]
 
     return memoized_func