new updates

Author: gpickett

README.md

@@ -106,7 +106,7 @@ When you start the deployment, most parameters will have **default values**, but
 |------------|----------------|  ------------|
 | **Azure Region** | The region where resources will be created. | East US| 
 | **Resource Prefix** | Prefix for all resources created by this template. This prefix will be used to create unique names for all resources. The prefix must be unique within the resource group. | None |
-| **Ai Location** | Location for all Ai services resources. This location can be different from the resource group location | None |
+| **AI Location** | Location for all AI services resources. This location can be different from the resource group location | None |
 | **Capacity** | Configure capacity for **GPT models**. |  5k |
 
 ### [Optional] Quota Recommendations  

docs/CustomizingAzdParameters.md

@@ -0,0 +1,40 @@
+By default this template will use the environment name as the prefix to prevent naming collisions within Azure. The parameters below show the default values. You only need to run the statements below if you need to change the values. 
+
+
+> To override any of the parameters, run `azd env set <key> <value>` before running `azd up`. On the first azd command, it will prompt you for the environment name. Be sure to choose 3-20 charaters alphanumeric unique name. 
+
+
+Change the Secondary Location (example: eastus2, westus2, etc.)
+
+```shell
+azd env set AZURE_ENV_SECONDARY_LOCATION eastus2
+```
+
+Change the Model Deployment Type (allowed values: Standard, GlobalStandard)
+
+```shell
+azd env set AZURE_ENV_MODEL_DEPLOYMENT_TYPE Standard
+```
+
+Set the Model Name (allowed values: gpt-4, gpt-4o)
+
+```shell
+azd env set AZURE_ENV_MODEL_NAME gpt-4o
+```
+
+Change the Model Capacity (choose a number based on available GPT model capacity in your subscription)
+
+```shell
+azd env set AZURE_ENV_MODEL_CAPACITY 30
+```
+
+Change the Embedding Model 
+
+```shell
+azd env set AZURE_ENV_EMBEDDING_MODEL_NAME text-embedding-ada-002
+```
+
+Change the Embedding Deployment Capacity (choose a number based on available embedding model capacity in your subscription)
+
+```shell
+azd env set AZURE_ENV_EMBEDDING_MODEL_CAPACITY 80

docs/DeleteResourceGroup.md

@@ -0,0 +1,51 @@
+# Deleting Resources After a Failed Deployment in Azure Portal
+
+If your deployment fails and you need to clean up the resources manually, follow these steps in the Azure Portal.
+
+---
+
+## **1. Navigate to the Azure Portal**
+1. Open [Azure Portal](https://portal.azure.com/).
+2. Sign in with your Azure account.
+
+---
+
+## **2. Find the Resource Group**
+1. In the search bar at the top, type **"Resource groups"** and select it.
+2. Locate the **resource group** associated with the failed deployment.
+
+![Resource Groups](images/delete_resource/resourcegroup.png)
+
+![Resource Groups](images/delete_resource/resource-groups.png)
+
+---
+
+## **3. Delete the Resource Group**
+1. Click on the **resource group name** to open it.
+2. Click the **Delete resource group** button at the top.
+
+![Delete Resource Group](images/delete_resource/DeleteRG.png)
+
+3. Type the resource group name in the confirmation box and click **Delete**.
+
+📌 **Note:** Deleting a resource group will remove all resources inside it.
+
+---
+
+## **4. Delete Individual Resources (If Needed)**
+If you don’t want to delete the entire resource group, follow these steps:
+
+1. Open **Azure Portal** and go to the **Resource groups** section.
+2. Click on the specific **resource group**.
+3. Select the **resource** you want to delete (e.g., App Service, Storage Account).
+4. Click **Delete** at the top.
+
+![Delete Individual Resource](images/delete_resource/deleteservices.png)
+
+---
+
+## **5. Verify Deletion**
+- After a few minutes, refresh the **Resource groups** page.
+- Ensure the deleted resource or group no longer appears.
+
+📌 **Tip:** If a resource fails to delete, check if it's **locked** under the **Locks** section and remove the lock.