diff --git a/pr_agent/config_loader.py b/pr_agent/config_loader.py
index 2b0ad880..a4fbb130 100644
--- a/pr_agent/config_loader.py
+++ b/pr_agent/config_loader.py
@@ -95,7 +95,6 @@ def apply_secrets_manager_config():
         if not secret_provider:
             return
 
-        # Execute only when AWS Secrets Manager specific method is available
         if (hasattr(secret_provider, 'get_all_secrets') and
             get_settings().get("CONFIG.SECRET_PROVIDER") == 'aws_secrets_manager'):
             try:
@@ -106,7 +105,6 @@ def apply_secrets_manager_config():
             except Exception as e:
                 get_logger().error(f"Failed to apply AWS Secrets Manager config: {e}")
     except Exception as e:
-        # Fail silently when secret provider is not configured
         try:
             from pr_agent.log import get_logger
             get_logger().debug(f"Secret provider not configured: {e}")
@@ -118,12 +116,10 @@ def apply_secrets_manager_config():
 def apply_secrets_to_config(secrets: dict):
     """
     Apply secret dictionary to configuration
-    Configuration override with same pattern as Google Cloud Storage
     """
     try:
         from pr_agent.log import get_logger
     except:
-        # Do nothing if logging is not available
         def get_logger():
             class DummyLogger:
                 def debug(self, msg): pass
@@ -134,7 +130,6 @@ def apply_secrets_to_config(secrets: dict):
             parts = key.split('.')
             if len(parts) == 2:
                 section, setting = parts
-                # Convert case to match Dynaconf pattern
                 section_upper = section.upper()
                 setting_upper = setting.upper()
 
diff --git a/pr_agent/secret_providers/aws_secrets_manager_provider.py b/pr_agent/secret_providers/aws_secrets_manager_provider.py
index 82248458..7368f95b 100644
--- a/pr_agent/secret_providers/aws_secrets_manager_provider.py
+++ b/pr_agent/secret_providers/aws_secrets_manager_provider.py
@@ -10,8 +10,6 @@ from pr_agent.secret_providers.secret_provider import SecretProvider
 class AWSSecretsManagerProvider(SecretProvider):
     def __init__(self):
         try:
-            # AWS credentials are automatically retrieved from environment variables or IAM roles
-            # Region configuration is flexible like Google Cloud Storage pattern
             region_name = get_settings().get("aws_secrets_manager.region_name") or \
                          get_settings().get("aws.AWS_REGION_NAME")
             if region_name:
@@ -19,7 +17,6 @@ class AWSSecretsManagerProvider(SecretProvider):
             else:
                 self.client = boto3.client('secretsmanager')
 
-            # Require secret_arn similar to Google Cloud Storage pattern
             self.secret_arn = get_settings().aws_secrets_manager.secret_arn
 
         except Exception as e:
@@ -29,7 +26,6 @@ class AWSSecretsManagerProvider(SecretProvider):
     def get_secret(self, secret_name: str) -> str:
         """
         Retrieve individual secret by name (for webhook tokens)
-        Same error handling pattern as Google Cloud Storage
         """
         try:
             response = self.client.get_secret_value(SecretId=secret_name)
@@ -41,7 +37,6 @@ class AWSSecretsManagerProvider(SecretProvider):
     def get_all_secrets(self) -> dict:
         """
         Retrieve all secrets for configuration override
-        AWS Secrets Manager specific method (not available in Google Cloud Storage)
         """
         try:
             response = self.client.get_secret_value(SecretId=self.secret_arn)
@@ -51,11 +46,7 @@ class AWSSecretsManagerProvider(SecretProvider):
             return {}
 
     def store_secret(self, secret_name: str, secret_value: str):
-        """
-        Same error handling pattern as Google Cloud Storage
-        """
         try:
-            # Update existing secret
             self.client.update_secret(
                 SecretId=secret_name,
                 SecretString=secret_value
diff --git a/pr_agent/servers/serverless.py b/pr_agent/servers/serverless.py
index 8e2ab08a..938be31b 100644
--- a/pr_agent/servers/serverless.py
+++ b/pr_agent/servers/serverless.py
@@ -5,13 +5,10 @@ from starlette_context.middleware import RawContextMiddleware
 
 from pr_agent.servers.github_app import router
 
-# Execute AWS Secrets Manager configuration override at module load time
-# Initialize with same pattern as Google Cloud Storage provider
 try:
     from pr_agent.config_loader import apply_secrets_manager_config
     apply_secrets_manager_config()
 except Exception as e:
-    # Handle initialization failure silently (fallback to environment variables)
     try:
         from pr_agent.log import get_logger
         get_logger().debug(f"AWS Secrets Manager initialization failed, falling back to environment variables: {e}")
diff --git a/pr_agent/settings/.secrets_template.toml b/pr_agent/settings/.secrets_template.toml
index f27b6bee..350abe5c 100644
--- a/pr_agent/settings/.secrets_template.toml
+++ b/pr_agent/settings/.secrets_template.toml
@@ -123,16 +123,6 @@ AWS_ACCESS_KEY_ID = ""
 AWS_SECRET_ACCESS_KEY = ""
 AWS_REGION_NAME = ""
 
-# AWS Secrets Manager (for secure secret management in Lambda environments)
 [aws_secrets_manager]
 secret_arn = ""         # The ARN of the AWS Secrets Manager secret containing PR-Agent configuration
 region_name = ""        # Optional: specific AWS region (defaults to AWS_REGION_NAME or Lambda region)
-
-# AWS Secrets Manager secret should contain JSON with configuration overrides:
-# Example secret value:
-# {
-#   "openai.key": "sk-...",
-#   "github.webhook_secret": "your-webhook-secret",
-#   "github.user_token": "ghp_...",
-#   "gitlab.personal_access_token": "glpat-..."
-# }
\ No newline at end of file