Add links to the new resources in cognitive services

Author: mswantek68

README.md

@@ -5,7 +5,8 @@
 ## Overview
 
 <span style="font-size: 3em;">🚀</span> **New: Updated deployment to match Foundry release at Build 2025!**
-This is a foundational deployment solution for deploying an AI Foundry account and project into an isolated environment (vNet) within Azure. The deployed features follow Microsoft's Well-Architected Framework [WAF](https://learn.microsoft.com/en-us/azure/well-architected/) to establish an isolated infrastructure for AI Foundry, intended to assist in moving from a Proof of Concept state to a production-ready application. 
+This new update has been tested in the EastUS2 region successfully.
+This is a foundational solution for deploying an AI Foundry account ([Cognitive Services accountKind = 'AIServices'](https://review.learn.microsoft.com/en-us/azure/templates/microsoft.cognitiveservices/2025-04-01-preview/accounts?branch=main&pivots=deployment-language-bicep)) and project ([cognitiveServices/projects](https://review.learn.microsoft.com/en-us/azure/templates/microsoft.cognitiveservices/2025-04-01-preview/accounts/projects?branch=main&pivots=deployment-language-bicep)) into an isolated environment (vNet) within Azure. The deployed features follow Microsoft's Well-Architected Framework [WAF](https://learn.microsoft.com/en-us/azure/well-architected/) to establish an isolated infrastructure for AI Foundry, intended to assist in moving from a Proof of Concept state to a production-ready application. 
 
 This template leverages Azure Verified Modules (AVM) and the Azure Developer CLI (AZD) to provision a WAF-aligned infrastructure for AI application development. This infrastructure includes AI Foundry elements, a virtual network (VNET), private endpoints, Key Vault, a storage account, and additional, optional WAF-aligned resources (such as AI Search, Cosmos DB and SQL Server) that can be leveraged with Foundry developed projects.