diff --git a/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/AutoscaleMultiple-IOPS.md b/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/AutoscaleMultiple-IOPS.md
new file mode 100644
index 000000000..71b6b497a
--- /dev/null
+++ b/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/AutoscaleMultiple-IOPS.md
@@ -0,0 +1,61 @@
+# Autoscale IOPS for multiple Azure MySQL Flexible Server
+
+Costa Rica
+
+[](https://github.com/)
+[brown9804](https://github.com/brown9804)
+
+Last updated: 2025-05-13
+
+----------
+
+> Using [Python 3.7+](https://www.python.org/downloads/source/)
+
+> [!NOTE]
+> Enable Autoscale IOPS via REST API, as now this is the only way to automate enabling Autoscale IOPS since, Azure CLI and PowerShell do not support this setting yet.
+
+> [!IMPORTANT]
+> Autoscale IOPS is `only available` for the `General Purpose` and `Business Critical tiers`. `Burstable tier` (B-series) servers (e.g., B1ms) `do not support autoscale IOPS`.
+
+## Pre-requisites
+
+- Install azure-identity with: `py -m pip install azure-identity requests`
+
+
+
+- [Install Azure CLI](https://learn.microsoft.com/en-us/cli/azure/install-azure-cli) to work with both Terraform and Azure commands.
+
+
+
+## By Resource Group
+
+> - Automatically retrieves your **Azure subscription ID** using the Azure CLI.
+> - Prompts you only for the **resource group name**.
+> - Lists all MySQL Flexible Servers in that resource group.
+> - Sends a `PATCH request`` to enable `autoIoScaling` for each server using the `Azure REST API`
+
+Review [the script](./enable_autoscale_iops_byRG.py), and download it to your local machine.
+
+## Across a Subscription
+
+> You can also enable autoscale IOPS across an entire subscription, it requires:
+> - Listing all MySQL Flexible Servers in the subscription.
+> - For each server, retrieving its resource group.
+> - Applying the update if the server is in a supported tier (General Purpose or Business Critical).
+
+Review [the script](./enable_autoscale_iops.py), and download it to your local machine.
+
+## How to execute it Azure CLI Script to Enable Autoscale IOPS
+
+1. Download [the script](./enable_autoscale_iops.py) to your local machine or a cloud shell environment.
+2. Make sure you're logged in: `az login`
+4. Run the script: `py enable_autoscale_iops.py`
+
+> Example: enabling Autoscale IOPS on three different servers, each hosted in a separate resource group but under the same subscription.
+
+
+
+
+
Total Visitors
+

+
diff --git a/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL.md b/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/README.md
similarity index 99%
rename from 0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL.md
rename to 0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/README.md
index 7eb93955e..4ba6e31db 100644
--- a/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL.md
+++ b/0_Azure/1_AzureData/1_Databases/demos/11_enablingAutoscaleIOPSmySQL/README.md
@@ -5,7 +5,7 @@ Costa Rica
[](https://github.com/)
[brown9804](https://github.com/brown9804)
-Last updated: 2025-05-09
+Last updated: 2025-05-13
----------
@@ -81,8 +81,6 @@ Last updated: 2025-05-09
https://github.com/user-attachments/assets/19b96128-e37f-40b4-8e23-8a5384bc6686
-
-
Total Visitors

diff --git a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md
index 709713b97..694ac570a 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/10_AssistantsPlayground.md
@@ -12,8 +12,6 @@ Last updated: 2025-03-03
> [!NOTE]
> Currently, there is no specific timeline for the full release of Azure OpenAI Assistants. It is typical for Azure services to stay in the preview phase for several months. During this period, we collect feedback and make necessary improvements.
-## Wiki
-
Table of Contents (Click to expand)
diff --git a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md
index ffcb204db..5ec7d359c 100644
--- a/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md
+++ b/0_Azure/3_AzureAI/9_AzureOpenAI/demos/2_ModelsDeploymentOverview.md
@@ -9,6 +9,22 @@ Last updated: 2024-11-19
----------
+
+List of References (Click to expand)
+
+- [Overview: Deploy AI models in Azure AI Foundry portal](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/deployments-overview)
+
+
+
+
+Table of Contents (Click to expand)
+
+- [Overview](#overview)
+- [How to](#how-to)
+- [Example API Call](#example-api-call)
+
+
+
## Overview
> `Deployments` in Azure OpenAI Studio involve making AI models, workflows, and applications available for use in production environments. This includes hosting models on servers or in the cloud and creating APIs or other interfaces for users to interact with the models.
@@ -90,4 +106,4 @@ print(response.choices[0].text)
Total Visitors

-
\ No newline at end of file
+