fixes

Author: santiagxf

articles/ai-foundry/model-inference/includes/use-chat-reasoning/csharp.md

@@ -19,22 +19,12 @@ To complete this tutorial, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
+[!INCLUDE [how-to-prerequisites-csharp](../how-to-prerequisites-csharp.md)]
+
 * A model with reasoning capabilities model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a reasoning model. 
 
   * This example uses `DeepSeek-R1`.
 
-* Install the Azure AI inference package with the following command:
-
-    ```bash
-    dotnet add package Azure.AI.Inference --prerelease
-    ```
-
-* If you are using Entra ID, you also need the following package:
-
-    ```bash
-    dotnet add package Azure.Identity
-    ```
-
 ## Use reasoning capabilities with chat
 
 First, create the client to consume the model. The following code uses an endpoint URL and key that are stored in environment variables.

articles/ai-foundry/model-inference/includes/use-chat-reasoning/java.md

@@ -19,45 +19,12 @@ To complete this tutorial, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
+[!INCLUDE [how-to-prerequisites-java](../how-to-prerequisites-java.md)]
+
 * A model with reasoning capabilities model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a reasoning model. 
 
   * This examples use `DeepSeek-R1`.
 
-* Add the [Azure AI inference package](https://aka.ms/azsdk/azure-ai-inference/java/reference) to your project:
-
-  ```xml
-  <dependency>
-      <groupId>com.azure</groupId>
-      <artifactId>azure-ai-inference</artifactId>
-      <version>1.0.0-beta.2</version>
-  </dependency>
-  ```
-  
-* If you are using Entra ID, you also need the following package:
-
-  ```xml
-  <dependency>
-      <groupId>com.azure</groupId>
-      <artifactId>azure-identity</artifactId>
-      <version>1.13.3</version>
-  </dependency>
-  ```
-
-* Import the following namespace:
-  
-  ```java
-  package com.azure.ai.inference.usage;
-  
-  import com.azure.ai.inference.EmbeddingsClient;
-  import com.azure.ai.inference.EmbeddingsClientBuilder;
-  import com.azure.ai.inference.models.EmbeddingsResult;
-  import com.azure.ai.inference.models.EmbeddingItem;
-  import com.azure.core.credential.AzureKeyCredential;
-  import com.azure.core.util.Configuration;
-  
-  import java.util.ArrayList;
-  import java.util.List;
-  ```
 
 ## Use reasoning capabilities with chat
 

articles/ai-foundry/model-inference/includes/use-chat-reasoning/javascript.md

@@ -19,15 +19,11 @@ To complete this tutorial, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
+[!INCLUDE [how-to-prerequisites-javascript](../how-to-prerequisites-javascript.md)]
+
 * A model with reasoning capabilities model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a reasoning model. 
 
   * This examples use `DeepSeek-R1`.
-
-* Install the [Azure Inference library for JavaScript](https://aka.ms/azsdk/azure-ai-inference/javascript/reference) with the following command:
-
-  ```bash
-  npm install @azure-rest/ai-inference
-  ```
 
 ## Use reasoning capabilities with chat
 

articles/ai-foundry/model-inference/includes/use-embeddings/csharp.md

@@ -24,22 +24,10 @@ To use embedding models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
-* An embeddings model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
-
-* Install the Azure AI inference package with the following command:
+[!INCLUDE [how-to-prerequisites-csharp](../how-to-prerequisites-csharp.md)]
 
-    ```bash
-    dotnet add package Azure.AI.Inference --prerelease
-    ```
-    
-    > [!TIP]
-    > Read more about the [Azure AI inference package and reference](https://aka.ms/azsdk/azure-ai-inference/python/reference).
-
-* If you are using Entra ID, you also need the following package:
+* An embeddings model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
 
-    ```bash
-    dotnet add package Azure.Identity
-    ```
 
 ## Use embeddings
 

articles/ai-foundry/model-inference/includes/use-embeddings/javascript.md

@@ -24,16 +24,9 @@ To use embedding models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
-* An embeddings model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
-
-* Install the Azure Inference library for JavaScript with the following command:
+[!INCLUDE [how-to-prerequisites-javascript](../how-to-prerequisites-javascript.md)]
 
-  ```bash
-  npm install @azure-rest/ai-inference
-  ```
-      
-  > [!TIP]
-  > Read more about the [Azure AI inference package and reference](https://aka.ms/azsdk/azure-ai-inference/javascript/reference).
+* An embeddings model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
 
 ## Use embeddings
 

articles/ai-foundry/model-inference/includes/use-image-embeddings/csharp.md

@@ -24,25 +24,12 @@ To use embedding models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
+[!INCLUDE [how-to-prerequisites-csharp](../how-to-prerequisites-csharp.md)]
+
 * An image embeddings model deployment. If you don't have one, read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
 
   * This example uses `Cohere-embed-v3-english` from Cohere.
 
-* Install the Azure AI inference package with the following command:
-
-    ```bash
-    dotnet add package Azure.AI.Inference --prerelease
-    ```
-    
-    > [!TIP]
-    > Read more about the [Azure AI inference package and reference](https://aka.ms/azsdk/azure-ai-inference/python/reference).
-
-* If you're using Entra ID, you also need the following package:
-
-    ```bash
-    dotnet add package Azure.Identity
-    ```
-
 ## Use image embeddings
 
 First, create the client to consume the model. The following code uses an endpoint URL and key that are stored in environment variables.

articles/ai-foundry/model-inference/includes/use-image-embeddings/javascript.md

@@ -24,19 +24,12 @@ To use embedding models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites](../how-to-prerequisites.md)]
 
+[!INCLUDE [how-to-prerequisites-javascript](../how-to-prerequisites-javascript.md)]
+
 * An image embeddings model deployment. If you don't have one read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add an embeddings model to your resource.
 
   * This example uses `Cohere-embed-v3-english` from Cohere.
 
-* Install the Azure Inference library for JavaScript with the following command:
-
-  ```bash
-  npm install @azure-rest/ai-inference
-  ```
-      
-  > [!TIP]
-  > Read more about the [Azure AI inference package and reference](https://aka.ms/azsdk/azure-ai-inference/javascript/reference).
-
 ## Use image embeddings
 
 First, create the client to consume the model. The following code uses an endpoint URL and key that are stored in environment variables.