diff --git a/Deployment/TROUBLESHOOTING.md b/Deployment/TROUBLESHOOTING.md
index 79c1a00..688f7d3 100644
--- a/Deployment/TROUBLESHOOTING.md
+++ b/Deployment/TROUBLESHOOTING.md
@@ -11,7 +11,7 @@ If you are developer and want to take a monitor the pods per ai-service and kern
 
 ## Testing APIs
 Before integration with Presentation layer(PowerApps), you can test the APIs with [Postman](https://www.postman.com/downloads/).  
-(the scripts are in the  [postman](.\postman) folder under deployment)
+(the scripts are in the  [postman](../Services/postman) folder under deployment)
 
 Each API tests should start after finishing all configuration steps.
 
@@ -119,8 +119,8 @@ We can change its disclosure requirements with any CSRD qualitative disclosure r
     You may check the generated GapAnalysis report like this  
     ![gapanalysis04](./images/services/postman_gapanalysis04.png)
 
-## Change Code and Publish
-Use [buildandpublishcodes.ps1](buildandpushcodes.ps1) file.  
+<!-- ## Change Code and Publish
+Use [buildandpublishcodes.ps1](buildandpushcodes.ps1) file.   -->
 
 ```Powershell
 # AI-Service Build and push the container image to Azure Container Registry
diff --git a/Deployment/docs/ArchitectureDescription.md b/Deployment/docs/ArchitectureDescription.md
index fb5f48e..b14fa1b 100644
--- a/Deployment/docs/ArchitectureDescription.md
+++ b/Deployment/docs/ArchitectureDescription.md
@@ -1,7 +1,7 @@
 # Architecture Description
 The solution accelerator architecture is depicture below with a brief description. 
 
-![Architecture](../../Deployment/images/readme/architecture.png)
+![Architecture](../../Deployment/images/readme/solution-architecture.png)
 
 
 
diff --git a/Services/src/kernel-memory/extensions/LlamaSharp/README.md b/Services/src/kernel-memory/extensions/LlamaSharp/README.md
index cb0738d..78c018e 100644
--- a/Services/src/kernel-memory/extensions/LlamaSharp/README.md
+++ b/Services/src/kernel-memory/extensions/LlamaSharp/README.md
@@ -7,6 +7,6 @@ This project contains the
 [LLama](https://ai.meta.com/blog/large-language-model-llama-meta-ai/)
 LLM connector to access to LLama LLM models and generate text,
 leveraging the
-[LLamaSharp]((https://scisharp.github.io/LLamaSharp)) project.
+[LLamaSharp](https://scisharp.github.io/LLamaSharp) project.