diff --git a/examples/aop_examples/utils/comprehensive_aop_example.py b/examples/aop_examples/utils/comprehensive_aop_example.py
index bc708449..eaab344a 100644
--- a/examples/aop_examples/utils/comprehensive_aop_example.py
+++ b/examples/aop_examples/utils/comprehensive_aop_example.py
@@ -1,10 +1,5 @@
 #!/usr/bin/env python3
-"""
-Comprehensive AOP Example - Raw Code
 
-This example demonstrates all AOP features including persistence,
-network error handling, and queue management without any print statements or functions.
-"""
 
 import time
 import threading
diff --git a/examples/aop_examples/utils/network_error_example.py b/examples/aop_examples/utils/network_error_example.py
index 57131ff0..141f617b 100644
--- a/examples/aop_examples/utils/network_error_example.py
+++ b/examples/aop_examples/utils/network_error_example.py
@@ -1,11 +1,3 @@
-#!/usr/bin/env python3
-"""
-AOP Network Error Handling Example - Raw Code
-
-This example demonstrates the AOP network error handling feature with
-custom error messages and automatic retry logic without any print statements or functions.
-"""
-
 from swarms import Agent
 from swarms.structs.aop import AOP
 
diff --git a/examples/aop_examples/utils/network_management_example.py b/examples/aop_examples/utils/network_management_example.py
index a99f6d9c..1f593244 100644
--- a/examples/aop_examples/utils/network_management_example.py
+++ b/examples/aop_examples/utils/network_management_example.py
@@ -1,11 +1,3 @@
-#!/usr/bin/env python3
-"""
-AOP Network Management Example - Raw Code
-
-This example demonstrates AOP network management and monitoring
-with real-time status updates without any print statements or functions.
-"""
-
 import time
 import threading
 from swarms import Agent
diff --git a/examples/aop_examples/utils/persistence_example.py b/examples/aop_examples/utils/persistence_example.py
index 997f42dd..e77d69db 100644
--- a/examples/aop_examples/utils/persistence_example.py
+++ b/examples/aop_examples/utils/persistence_example.py
@@ -1,10 +1,4 @@
 #!/usr/bin/env python3
-"""
-AOP Persistence Example - Raw Code
-
-This example demonstrates the AOP persistence feature with automatic restart
-and failsafe protection without any print statements or functions.
-"""
 
 from swarms import Agent
 from swarms.structs.aop import AOP
diff --git a/examples/aop_examples/utils/persistence_management_example.py b/examples/aop_examples/utils/persistence_management_example.py
index 8b7c7ecf..eb979ca1 100644
--- a/examples/aop_examples/utils/persistence_management_example.py
+++ b/examples/aop_examples/utils/persistence_management_example.py
@@ -1,11 +1,3 @@
-#!/usr/bin/env python3
-"""
-AOP Persistence Management Example - Raw Code
-
-This example demonstrates AOP persistence management methods
-for controlling persistence mode at runtime without any print statements or functions.
-"""
-
 import time
 import threading
 from swarms import Agent