Post-Build fixes

Author: GraemeMalcolm

learn-pr/paths/create-custom-copilots-ai-studio/index.yml

@@ -1,17 +1,17 @@
 ### YamlMime:LearningPath
 uid: learn.wwl.create-custom-copilots-ai-studio
 metadata:
-  title: Develop generative AI apps in Azure AI Foundry AI-3016
-  description: Learn how to develop generative AI apps in Azure AI Foundry. (AI-3016)
-  ms.date: 04/16/2025
+  title: Develop generative AI apps in Azure
+  description: Learn how to develop generative AI apps in Azure. (AI-3016)
+  ms.date: 05/27/2025
   author: wwlpublish
   ms.author: madiepev
   ms.topic: learning-path
   ms.collection: wwl-ai-copilot
   ms.custom: [copilot-learning-hub]
-title: Develop generative AI apps in Azure AI Foundry
+title: Develop generative AI apps in Azure
 prerequisites: |
-  Before starting this module, you should be familiar with fundamental AI concepts and services in Azure. Consider completing the [Get started with artificial intelligence](/training/paths/get-started-with-artificial-intelligence-on-azure) learning path first.
+  Before starting this module, you should be familiar with fundamental AI concepts and services in Azure. You should also be proficient in programming with Python or Microoft C#.
 summary: |
   Generative Artificial Intelligence (AI) is becoming more accessible through comprehensive development platforms like Azure AI Foundry. Learn how to build generative AI applications that use language models to chat with your users.
 iconUrl: /training/achievements/generic-badge.svg
@@ -24,8 +24,6 @@ products:
 - ai-services
 subjects:
 - artificial-intelligence
-- machine-learning
-- natural-language-processing
 modules:
 - learn.wwl.prepare-azure-ai-development
 - learn.wwl.explore-models-copilot-ai-studio

learn-pr/wwl-data-ai/.openpublishing.redirection.wwl-data-ai.json

@@ -5076,6 +5076,11 @@
     {
       "source_path_from_root": "/learn-pr/wwl-data-ai/detect-objects-images/4-consider-options-for-labeling-images.yml",
       "redirect_url": "/training/modules/detect-objects-images/4-use-trained-detector"
+    },
+    {
+      "source_path_from_root": "/learn-pr/wwl-data-ai/evaluate-models-azure-ai-studio/4-evaluation-flows.yml",
+      "redirect_url": "/azure/ai-foundry/concepts/prompt-flow"
     }
   ]
 }
+

learn-pr/wwl-data-ai/ai-foundry-sdk/01-introduction.yml

@@ -1,16 +1,16 @@
-### YamlMime:ModuleUnit
-uid: learn.wwl.ai-foundry-sdk.introduction
-title: Introduction
-metadata:
-  title: Introduction
-  description: Introduction to Azure AI Foundry SDK.
-  author: wwlpublish
-  ms.author: gmalc
-  ms.date: 02/05/2025
-  ms.topic: unit
-  ms.collection:
-    - wwl-ai-copilot
-durationInMinutes: 1
-content: |
-  [!include[](includes/01-introduction.md)]
-
+### YamlMime:ModuleUnit
+uid: learn.wwl.ai-foundry-sdk.introduction
+title: Introduction
+metadata:
+  title: Introduction
+  description: Introduction to Azure AI Foundry SDK.
+  author: wwlpublish
+  ms.author: gmalc
+  ms.date: 05/23/2025
+  ms.topic: unit
+  ms.collection:
+    - wwl-ai-copilot
+durationInMinutes: 1
+content: |
+  [!include[](includes/01-introduction.md)]
+

learn-pr/wwl-data-ai/ai-foundry-sdk/02-azure-ai-foundry-sdk.yml

@@ -1,17 +1,17 @@
-### YamlMime:ModuleUnit
-uid: learn.wwl.ai-foundry-sdk.azure-ai-foundry-sdk
-title: What is the Azure AI Foundry SDK?
-metadata:
-  title: What is the Azure AI Foundry SDK?
-  description: Get started with the Azure AI Foundry SDK.
-  author: wwlpublish
-  ms.author: gmalc
-  ms.date: 02/05/2025
-  ms.topic: unit
-  ms.collection:
-    - wwl-ai-copilot
-  zone_pivot_groups: dev-lang-csharp-python
-durationInMinutes: 5
-content: |
-  [!include[](includes/02-azure-ai-foundry-sdk.md)]
-
+### YamlMime:ModuleUnit
+uid: learn.wwl.ai-foundry-sdk.azure-ai-foundry-sdk
+title: What is the Azure AI Foundry SDK?
+metadata:
+  title: What is the Azure AI Foundry SDK?
+  description: Get started with the Azure AI Foundry SDK.
+  author: wwlpublish
+  ms.author: gmalc
+  ms.date: 05/23/2025
+  ms.topic: unit
+  ms.collection:
+    - wwl-ai-copilot
+  zone_pivot_groups: dev-lang-csharp-python
+durationInMinutes: 5
+content: |
+  [!include[](includes/02-azure-ai-foundry-sdk.md)]
+

learn-pr/wwl-data-ai/ai-foundry-sdk/03-connections.yml

@@ -6,7 +6,7 @@ metadata:
   description: Use the Azure AI Foundry SDK to work with connections in a project.
   author: wwlpublish
   ms.author: gmalc
-  ms.date: 02/05/2025
+  ms.date: 05/23/2025
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-foundry-sdk/04-chat-client.yml

@@ -6,7 +6,7 @@ metadata:
   description: Create a chat client for models in your project.
   author: wwlpublish
   ms.author: gmalc
-  ms.date: 02/05/2025
+  ms.date: 05/23/2025
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-foundry-sdk/05-exercise.yml

@@ -6,7 +6,7 @@ metadata:
   description: Use the Azure AI Foundry SDK to create a chat app.
   author: wwlpublish
   ms.author: gmalc
-  ms.date: 02/05/2025
+  ms.date: 05/23/2025
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-foundry-sdk/06-knowledge-check.yml

@@ -1,50 +1,50 @@
-### YamlMime:ModuleUnit
-uid: learn.wwl.ai-foundry-sdk.knowledge-check
-title: Module assessment
-metadata:
-  title: Module assessment
-  description: Check your knowledge.
-  author: wwlpublish
-  ms.author: gmalc
-  ms.date: 02/05/2025
-  ms.topic: unit
-  ms.collection:
-    - wwl-ai-copilot
-durationInMinutes: 3
-quiz:
-  questions:
-  - content: "What class in the Azure AI Foundry SDK provides a proxy object for a project?"
-    choices:
-    - content: "ConnectionProperties"
-      isCorrect: false
-      explanation: "Incorrect. A ConnectionProperties object isn't a proxy for an Azure AI Foundry project."
-    - content: "AIProjectClient"
-      isCorrect: true
-      explanation: "Correct. An AIProjectClient object is a proxy for an Azure AI Foundry project."
-    - content: "ChatCompletionsClient"
-      isCorrect: false
-      explanation: "Incorrect. A ChatCompletionsClient object isn't a proxy for an Azure AI Foundry project."
-  - content: "What value is needed to instantiate a AIProjectClient object?"
-    choices:
-    - content: "The project connection string."
-      isCorrect: true
-      explanation: "Correct. You need the project connection string to instantiate a AIProjectClient object."
-    - content: "The Azure OpenAI authorization key"
-      isCorrect: false
-      explanation: "Incorrect. You don't need the Azure OpenAI authorization key to instantiate a AIProjectClient object."
-    - content: "The Azure subscription ID"
-      isCorrect: false
-      explanation: "Incorrect. You don't need the Azure subscription ID to instantiate a AIProjectClient object"
-  - content: "Which library should you use to chat with a model that is deployed to the Azure AI model inference service?"
-    choices:
-    - content: "Azure OpenAI"
-      isCorrect: false
-      explanation: "Incorrect. You can't use the Azure OpenAI library to chat with an Azure AI model inference model."
-    - content: "Azure Machine Learning"
-      isCorrect: false
-      explanation: "Incorrect. You can't use the Azure Machine Learning library to chat with an Azure AI model inference model."
-    - content: "Azure AI Inference"
-      isCorrect: true
-      explanation: "Correct. Use the Azure AI Inference library to chat with an Azure AI model inference model."
-
-
+### YamlMime:ModuleUnit
+uid: learn.wwl.ai-foundry-sdk.knowledge-check
+title: Module assessment
+metadata:
+  title: Module assessment
+  description: Check your knowledge.
+  author: wwlpublish
+  ms.author: gmalc
+  ms.date: 05/23/2025
+  ms.topic: unit
+  ms.collection:
+    - wwl-ai-copilot
+durationInMinutes: 3
+quiz:
+  questions:
+  - content: "What class in the Azure AI Foundry SDK provides a proxy object for a project?"
+    choices:
+    - content: "ConnectionProperties"
+      isCorrect: false
+      explanation: "Incorrect. A ConnectionProperties object isn't a proxy for an Azure AI Foundry project."
+    - content: "AIProjectClient"
+      isCorrect: true
+      explanation: "Correct. An AIProjectClient object is a proxy for an Azure AI Foundry project."
+    - content: "ChatCompletionsClient"
+      isCorrect: false
+      explanation: "Incorrect. A ChatCompletionsClient object isn't a proxy for an Azure AI Foundry project."
+  - content: "What value is needed to instantiate a AIProjectClient object?"
+    choices:
+    - content: "The project endpoint."
+      isCorrect: true
+      explanation: "Correct. You need the project endpoint to instantiate a AIProjectClient object."
+    - content: "The Azure OpenAI authorization key"
+      isCorrect: false
+      explanation: "Incorrect. You don't need the Azure OpenAI authorization key to instantiate a AIProjectClient object."
+    - content: "The Azure subscription ID"
+      isCorrect: false
+      explanation: "Incorrect. You don't need the Azure subscription ID to instantiate a AIProjectClient object"
+  - content: "Which library should you use to chat with a model that is deployed to the Azure AI model inference service?"
+    choices:
+    - content: "Azure OpenAI"
+      isCorrect: false
+      explanation: "Incorrect. You can't use the Azure OpenAI library to chat with an Azure AI model inference model."
+    - content: "Azure Machine Learning"
+      isCorrect: false
+      explanation: "Incorrect. You can't use the Azure Machine Learning library to chat with an Azure AI model inference model."
+    - content: "Azure AI Inference"
+      isCorrect: true
+      explanation: "Correct. Use the Azure AI Inference library to chat with an Azure AI model inference model."
+
+

learn-pr/wwl-data-ai/ai-foundry-sdk/07-summary.yml

@@ -6,7 +6,7 @@ metadata:
   description: Reflect on what you've learned about the Azure AI Foundry SDK.
   author: wwlpublish
   ms.author: gmalc
-  ms.date: 02/05/2025
+  ms.date: 05/23/2025
   ms.topic: unit
   ms.collection:
     - wwl-ai-copilot

learn-pr/wwl-data-ai/ai-foundry-sdk/includes/02-azure-ai-foundry-sdk.md

@@ -31,27 +31,33 @@ dotnet add package Azure.AI.Projects --prerelease
 
 ## Using the SDK to connect to a project
 
-The first task in most Azure AI Foundry SDK code is to connect to an Azure AI Foundry project. Each project has a unique *connection string*, which you can find on the project's **Overview** page in the Azure AI Foundry portal.
+The first task in most Azure AI Foundry SDK code is to connect to an Azure AI Foundry project. Each project has a unique *endpoint*, which you can find on the project's **Overview** page in the Azure AI Foundry portal.
 
 [ ![Screenshot of the project overview page in Azure AI Foundry portal.](../media/ai-project-overview.png) ](../media/ai-project-overview.png#lightbox)
 
-You can use that connection string in your code to create an **AIProjectClient** object, which provides a programmatic proxy for the project.
+> [!NOTE]
+> The project provides multiple endpoints and keys, including:
+>
+> - An endpoint for the project itself; which can be used to access project connections, agents, and models in the Azure AI Foundry resource.
+> - An endpoint for Azure OpenAI Service APIs in the project's Azure AI Foundry resource.
+> - An endpoint for Azure AI services APIs (such as Azure AI Vision and Azure AI Language) in the Azure AI Foundry resource.
+
+You can use the project endpoint in your code to create an **AIProjectClient** object, which provides a programmatic proxy for the project.
 
 ::: zone pivot="python"
 
 The following code snippet shows how to create am **AIProjectClient** object in Python.
 
 ```python
-from azure.ai.projects import AIProjectClient
-from azure.ai.projects.models import ConnectionType
 from azure.identity import DefaultAzureCredential
+from azure.ai.projects import AIProjectClient
 ...
 
-project_connection_string = "<region>.api.azureml.ms;<project_id>;<hub_name>;<project_name>"
-project_client = AIProjectClient.from_connection_string(
-      credential=DefaultAzureCredential(),
-      conn_str=project_connection_string,
-    )
+project_endpoint = "https://......"
+project_client = AIProjectClient(            
+    credential=DefaultAzureCredential(),
+    endpoint=project_endpoint)
+
 
 ```
 
@@ -72,8 +78,10 @@ using Azure.AI.Projects;
 
 ...
 
-var connectionString = "<region>.api.azureml.ms;<project_id>;<hub_name>;<project_name>";
-var projectClient = new AIProjectClient(connectionString, new DefaultAzureCredential());
+var projectEndpoint = "https://......";
+var projectClient = new AIProjectClient(
+    new Uri(projectEndpoint),
+    new DefaultAzureCredential());
 ```
 
 > [!NOTE]