diff --git a/algorithms/strings/reverse_string.py b/algorithms/strings/reverse_string.py
index f472135c7..8e606c819 100644
--- a/algorithms/strings/reverse_string.py
+++ b/algorithms/strings/reverse_string.py
@@ -1,10 +1,71 @@
+"""
+This module demonstrates multiple methods for reversing a string in Python.
+
+Summary of String Reversal Implementations
+
+| Function         | Time Complexity | Space Complexity | Notes                              |
+|------------------|------------------|------------------|------------------------------------|
+| recursive        | O(n log n)       | O(n)             | Recursive with slicing and concat  |
+| iterative        | O(n)             | O(n)             | In-place list swapping             |
+| pythonic         | O(n)             | O(n)             | Uses reversed() and join()         |
+| ultra_pythonic   | O(n)             | O(n)             | Uses slicing (s[::-1])             |
+
+All functions return the reversed version of the input string.
+Note: Strings in Python are immutable, so all methods produce a new string.
+"""
+
 def recursive(s):
+    """
+    Reverses a given string using a recursive divide-and-conquer approach.
+
+    This function recursively splits the input string `s` into two halves,
+    reverses each half by further recursive calls, and then concatenates
+    them in reverse order to form the final reversed string.
+
+    Args:
+        s (str): The string to be reversed.
+
+    Returns:
+        str: The reversed string.
+
+    Example:
+        >>> recursive("hello")
+        'olleh'
+
+    Note:
+        - This approach is primarily educational.
+        - Time complexity is O(n log n) due to repeated slicing and concatenation.
+        - Space complexity is also higher because of the call stack and substring creation.
+        - It may hit Python's recursion depth limit on very long strings.
+    """
     l = len(s)
     if l < 2:
         return s
     return recursive(s[l//2:]) + recursive(s[:l//2])
 
 def iterative(s):
+    """
+    Reverses a given string using an iterative approach with two-pointer swapping.
+
+    This function converts the string `s` into a list of characters and then iteratively swaps
+    the characters from the start and end of the list, moving towards the center. The process
+    continues until the entire string is reversed.
+
+    Args:
+        s (str): The string to be reversed.
+
+    Returns:
+        str: The reversed string.
+
+    Example:
+        >>> iterative("hello")
+        'olleh'
+
+    Note:
+        - Time complexity is O(n), where n is the length of the string `s`.
+        - Space complexity is O(n) due to the list copy of the string.
+        - The actual reversal is performed in-place on the list using O(1) additional working space.
+    """
     r = list(s)
     i, j = 0, len(s) - 1
     while i < j:
@@ -14,8 +75,48 @@ def iterative(s):
     return "".join(r)
 
 def pythonic(s):
-    r = list(reversed(s))
-    return "".join(r)
+    """
+    Reverses a given string using the built-in `reversed()` function.
+
+    This function returns a new string that is the reverse of the input string `s`.
+    It uses the `reversed()` function to create an iterator over the input string,
+    and then joins the elements of the iterator to form the reversed string.
+
+    Args:
+        s (str): The string to be reversed.
+
+    Returns:
+        str: The reversed string.
+
+    Example:
+        >>> pythonic("hello")
+        'olleh'
+
+    Note:
+        This function has a time complexity of O(n), where n is the length of the string `s`.
+        It does not modify the original string, as strings in Python are immutable.
+    """
+    return "".join(reversed(s))
 
 def ultra_pythonic(s):
+    """
+    Reverses a given string using Python's slicing feature.
+
+    This function utilizes Python's slicing syntax to reverse the input string `s`.
+    It returns a new string where the characters of `s` are arranged in reverse order.
+
+    Args:
+        s (str): The string to be reversed.
+
+    Returns:
+        str: The reversed string.
+
+    Example:
+        >>> ultra_pythonic("hello")
+        'olleh'
+
+    Note:
+        This function is concise and efficient, with a time complexity of O(n),
+        where n is the length of the string `s`. It does not modify the original string.
+    """
     return s[::-1]