Merge pull request #7561 from ms-johnalex/upd-toc-072125

Update TOC and landing page for AI App design

Author: prmerger-automator[bot]

articles/ai/TOC.yml

@@ -32,7 +32,13 @@ items:
               href: keyless-connections.md
             - name: Use Azure AI Search without keys
               href: /azure/search/keyless-connections?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
-    - name: Agents and Model Context Protocol (MCP)
+    - name: AI app design
+      items:
+        - name: AI agent orchestration patterns
+          href: /azure/architecture/ai-ml/guide/ai-agent-design-patterns?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
+        - name: Design your AI app to support foundation model life cycles
+          href: /azure/architecture/ai-ml/guide/manage-foundation-models-lifecycle?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
+    - name: Agents with Model Context Protocol (MCP)
       items:
         - name: Build Agents using Model Context Protocol on Azure
           href: intro-agents-mcp.md

articles/ai/index.yml

@@ -41,8 +41,17 @@ landingContent:
             url: ../java/ai/get-started-app-chat-template.md?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
           - text: Chat with your data using .NET
             url: /dotnet/ai/get-started-app-chat-template?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
-  
-  - title: Agents and Model Context Protocol (MCP)
+
+  - title: AI app design
+    linkLists:
+      - linkListType: overview
+        links:
+          - text: AI agent orchestration patterns
+            url: /azure/architecture/ai-ml/guide/ai-agent-design-patterns?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
+          - text: Design your AI app to support foundation model life cycles
+            url: /azure/architecture/ai-ml/guide/manage-foundation-models-lifecycle?toc=/azure/developer/ai/toc.json&bc=/azure/developer/ai/breadcrumb/toc.json
+
+  - title: Agents with Model Context Protocol (MCP)
     linkLists:
       - linkListType: overview
         links: