diff --git a/docs/docs/core-abilities/fetching_ticket_context.md b/docs/docs/core-abilities/fetching_ticket_context.md
index 24d53c3d..d31f4b1b 100644
--- a/docs/docs/core-abilities/fetching_ticket_context.md
+++ b/docs/docs/core-abilities/fetching_ticket_context.md
@@ -195,7 +195,7 @@ This following steps will help you check if the basic auth is working correctly,
 
 2. run the following Python script (after replacing the placeholders with your actual values):
 
-??? example "Script to validate basic auth"
+???- example "Script to validate basic auth"
 
     ```python
     from jira import JIRA
@@ -251,7 +251,7 @@ This following steps will help you check if the token is working correctly, and
 
 2. run the following Python script (after replacing the placeholders with your actual values):
 
-??? example "Script to validate PAT token"
+??? example- "Script to validate PAT token"
 
     ```python
     from jira import JIRA
diff --git a/docs/docs/core-abilities/rag_context_enrichment.md b/docs/docs/core-abilities/rag_context_enrichment.md
index 05ebbaff..0fc64620 100644
--- a/docs/docs/core-abilities/rag_context_enrichment.md
+++ b/docs/docs/core-abilities/rag_context_enrichment.md
@@ -27,7 +27,7 @@ In order to enable the RAG feature, add the following lines to your configuratio
 enable_rag=true
 ```
 
-!!! example "RAG Arguments Options"
+???+ example "RAG Arguments Options"
 
     <table>
       <tr>
diff --git a/docs/docs/tools/describe.md b/docs/docs/tools/describe.md
index 143fd2d6..25b3c6fc 100644
--- a/docs/docs/tools/describe.md
+++ b/docs/docs/tools/describe.md
@@ -73,7 +73,7 @@ enable_pr_diagram = true
 
 ## Configuration options
 
-!!! example "Possible configurations"
+???+ example "Possible configurations"
 
     <table>
       <tr>
diff --git a/docs/docs/tools/improve.md b/docs/docs/tools/improve.md
index 6adfec83..70cec345 100644
--- a/docs/docs/tools/improve.md
+++ b/docs/docs/tools/improve.md
@@ -586,7 +586,7 @@ Note: Chunking is primarily relevant for large PRs. For most PRs (up to 600 line
 
 ## Configuration options
 
-??? example "General options"
+???+ example "General options"
 
     <table>
       <tr>
@@ -646,7 +646,7 @@ Note: Chunking is primarily relevant for large PRs. For most PRs (up to 600 line
       </tr>
     </table>
 
-??? example "Params for number of suggestions and AI calls"
+???+ example "Params for number of suggestions and AI calls"
 
     <table>
       <tr>
diff --git a/docs/docs/tools/review.md b/docs/docs/tools/review.md
index b94d6394..6e61d12d 100644
--- a/docs/docs/tools/review.md
+++ b/docs/docs/tools/review.md
@@ -51,7 +51,7 @@ extra_instructions = "..."
 
 ## Configuration options
 
-!!! example "General options"
+???+ example "General options"
 
     <table>
       <tr>
@@ -76,7 +76,7 @@ extra_instructions = "..."
       </tr>
     </table>
 
-!!! example "Enable\\disable specific sub-sections"
+???+ example "Enable\\disable specific sub-sections"
 
     <table>
       <tr>
@@ -105,7 +105,7 @@ extra_instructions = "..."
       </tr>
     </table>
 
-!!! example "Adding PR labels"
+???+ example "Adding PR labels"
 
     You can enable\disable the `review` tool to add specific labels to the PR:
 
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 74f98fb8..6210ed1c 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -16,7 +16,6 @@ nav:
     - Introduction: 'usage-guide/introduction.md'
     - Enabling a Wiki: 'usage-guide/enabling_a_wiki.md'
     - Configuration File: 'usage-guide/configuration_options.md'
-    - AWS Secrets Manager: 'usage-guide/aws_secrets_manager.md'
     - Usage and Automation: 'usage-guide/automations_and_usage.md'
     - Managing Mail Notifications: 'usage-guide/mail_notifications.md'
     - Changing a Model: 'usage-guide/changing_a_model.md'