Fixed markdown violations.

Author: lukemurraynz

README.md

@@ -27,14 +27,15 @@ The repo includes sample data so it's ready to try end to end. In this sample ap
 ### Prerequisites
 
 #### To Run Locally
-- [Azure Developer CLI](https://aka.ms/azure-dev/install)
-- [Python 3+](https://www.python.org/downloads/)
-    - **Important**: Python and the pip package manager must be in the path in Windows for the setup scripts to work.
-    - **Important**: Ensure you can run `python --version` from console. On Ubuntu, you might need to run `sudo apt install python-is-python3` to link `python` to `python3`.    
-- [Node.js](https://nodejs.org/en/download/)
-- [Git](https://git-scm.com/downloads)
-- [Powershell 7+ (pwsh)](https://github.com/powershell/powershell) - For Windows users only.
-   - **Important**: Ensure you can run `pwsh.exe` from a PowerShell command. If this fails, you likely need to upgrade PowerShell.
+
+* [Azure Developer CLI](https://aka.ms/azure-dev/install)
+* [Python 3+](https://www.python.org/downloads/)
+  * **Important**: Python and the pip package manager must be in the path in Windows for the setup scripts to work.
+  * **Important**: Ensure you can run `python --version` from console. On Ubuntu, you might need to run `sudo apt install python-is-python3` to link `python` to `python3`.
+* [Node.js](https://nodejs.org/en/download/)
+* [Git](https://git-scm.com/downloads)
+* [Powershell 7+ (pwsh)](https://github.com/powershell/powershell) - For Windows users only.
+  * **Important**: Ensure you can run `pwsh.exe` from a PowerShell command. If this fails, you likely need to upgrade PowerShell.
 
 >NOTE: Your Azure Account must have `Microsoft.Authorization/roleAssignments/write` permissions, such as [User Access Administrator](https://learn.microsoft.com/azure/role-based-access-control/built-in-roles#user-access-administrator) or [Owner](https://learn.microsoft.com/azure/role-based-access-control/built-in-roles#owner).  
 
@@ -54,7 +55,7 @@ You can run this repo virtually by using GitHub Codespaces or VS Code Remote Con
 1. Run `azd init -t azure-search-openai-demo`
     * For the target location, the regions that currently support the models used in this sample are **East US** or **South Central US**. For an up-to-date list of regions and models, check [here](https://learn.microsoft.com/en-us/azure/cognitive-services/openai/concepts/models)
 
-#### Starting from scratch:
+#### Starting from scratch
 
 Execute the following command, if you don't have any pre-existing Azure services and want to start from a fresh deployment.
 
@@ -64,10 +65,10 @@ Execute the following command, if you don't have any pre-existing Azure services
 It will look like the following:
 
 !['Output from running azd up'](assets/endpoint.png)
-    
+
 > NOTE: It may take a minute for the application to be fully deployed. If you see a "Python Developer" welcome screen, then wait a minute and refresh the page.
 
-#### Use existing resources:
+#### Use existing resources
 
 1. Run `azd env set AZURE_OPENAI_SERVICE {Name of existing OpenAI service}`
 1. Run `azd env set AZURE_OPENAI_RESOURCE_GROUP {Name of existing resource group that OpenAI service is provisioned to}`
@@ -77,10 +78,12 @@ It will look like the following:
 
 > NOTE: You can also use existing Search and Storage Accounts.  See `./infra/main.parameters.json` for list of environment variables to pass to `azd env set` to configure those existing resources.
 
-#### Deploying or re-deploying a local clone of the repo:
+#### Deploying or re-deploying a local clone of the repo
+
 * Simply run `azd up`
 
-#### Running locally:
+#### Running locally
+
 1. Run `azd login`
 2. Change dir to `app`
 3. Run `./start.ps1` or `./start.sh` or run the "VS Code Task: Start App" to start the project locally.
@@ -100,6 +103,7 @@ Run the following if you want to give someone else access to completely deployed
 * Running locally: navigate to 127.0.0.1:5000
 
 Once in the web app:
+
 * Try different topics in chat or Q&A context. For chat, try follow up questions, clarifications, ask to simplify or elaborate on answer, etc.
 * Explore citations and sources
 * Click on "settings" to try different options, tweak prompts, etc.
@@ -111,6 +115,7 @@ Once in the web app:
 * [Azure OpenAI Service](https://learn.microsoft.com/azure/cognitive-services/openai/overview)
 
 ### Note
+
 >Note: The PDF documents used in this demo contain information generated using a language model (Azure OpenAI Service). The information contained in these documents is only for demonstration purposes and does not reflect the opinions or beliefs of Microsoft. Microsoft makes no representations or warranties of any kind, express or implied, about the completeness, accuracy, reliability, suitability or availability with respect to the information contained in this document. All rights reserved to Microsoft.
 
 ### FAQ
@@ -121,6 +126,6 @@ Once in the web app:
 
 ### Troubleshooting
 
-If you see this error while running `azd deploy`: `read /tmp/azd1992237260/backend_env/lib64: is a directory`, then delete the `./app/backend/backend_env folder` and re-run the `azd deploy` command.  This issue is being tracked here: https://github.com/Azure/azure-dev/issues/1237
+If you see this error while running `azd deploy`: `read /tmp/azd1992237260/backend_env/lib64: is a directory`, then delete the `./app/backend/backend_env folder` and re-run the `azd deploy` command.  This issue is being tracked here: <https://github.com/Azure/azure-dev/issues/1237>
 
-If the web app fails to deploy and you receive a '404 Not Found' message in your browser, run 'azd deploy'. 
+If the web app fails to deploy and you receive a '404 Not Found' message in your browser, run 'azd deploy'.