update

Author: mrbullwinkle

articles/ai-foundry/openai/concepts/customizing-llms.md

@@ -3,7 +3,7 @@ title: Azure OpenAI in Azure AI Foundry Models getting started with customizing
 titleSuffix: Azure OpenAI
 description: Learn more about the concepts behind customizing an LLM with Azure OpenAI.
 ms.topic: conceptual
-ms.date: 07/02/2025
+ms.date: 09/30/2025
 ms.service: azure-ai-openai
 manager: nitinme
 author: mrbullwinkle

articles/ai-foundry/openai/concepts/fine-tuning-considerations.md

@@ -4,7 +4,7 @@ description: Learn more about what you should take into consideration before fin
 manager: nitinme
 ms.service: azure-ai-openai
 ms.topic: conceptual 
-ms.date: 07/02/2025
+ms.date: 0/30/2025
 author: mrbullwinkle
 ms.author: mbullwin
 recommendations: false

articles/ai-foundry/openai/how-to/business-continuity-disaster-recovery.md

@@ -5,7 +5,7 @@ description: Considerations for implementing Business Continuity and Disaster Re
 manager: nitinme
 ms.service: azure-ai-openai
 ms.topic: how-to
-ms.date: 07/02/2025
+ms.date: 09/30/2025
 author: mrbullwinkle    
 ms.author: mbullwin
 recommendations: false

articles/ai-foundry/openai/how-to/dotnet-migration.md

@@ -14,8 +14,7 @@ manager: nitinme
 # Migrate from 1.0 beta to 2.0 (`Azure.AI.OpenAI`)
 
 > [!NOTE]
-> This guide describes how to migrate an application that previously used a 1.0 beta version of the `Azure.AI.OpenAI` library to use the new 2.0 library.
-> For general guidance on using `OpenAI` and `Azure.AI.OpenAI` features, see [the OpenAI README](https://github.com/openai/openai-dotnet/blob/main/README.md) or [the Azure.AI.OpenAI README](https://github.com/Azure/azure-sdk-for-net/blob/main/sdk/openai/Azure.AI.OpenAI/README.md).
+> This guidance is no longer recommended. To take advantage of the latest v1 API refer to the [.NET programming language guide](../supported-languages.md).
 
 ## Setup
 

articles/ai-foundry/openai/how-to/migration.md

@@ -7,14 +7,17 @@ ms.author: mbullwin
 ms.service: azure-ai-openai
 ms.custom: devx-track-python
 ms.topic: how-to
-ms.date: 07/02/2025
+ms.date: 09/30/2025
 manager: nitinme
 ---
 
 # Migrating to the OpenAI Python API library 1.x
 
 OpenAI released a new version of the [OpenAI Python API library](https://github.com/openai/openai-python/). This guide is supplemental to [OpenAI's migration guide](https://github.com/openai/openai-python/discussions/742) and will help bring you up to speed on the changes specific to Azure OpenAI.
 
+> [!NOTE]
+> This guidance is no longer recommended. To take advantage of the latest v1 API refer to the [Python programming language guide](../supported-languages.md).
+
 ## Updates
 
 - This is a new version of the OpenAI Python API library.

articles/ai-foundry/openai/how-to/weights-and-biases-integration.md

@@ -7,7 +7,7 @@ ms.service: azure-ai-openai
 ms.custom:
   - ignite-2024
 ms.topic: how-to
-ms.date: 07/02/2025
+ms.date: 09/30/2025
 author: mrbullwinkle
 ms.author: mbullwin
 ---

articles/ai-foundry/openai/how-to/working-with-models.md

@@ -4,7 +4,7 @@ titleSuffix: Azure OpenAI
 description: Learn about managing model deployment life cycle, updates, & retirement.
 ms.service: azure-ai-openai
 ms.topic: conceptual
-ms.date: 07/02/2025
+ms.date: 09/30/2025
 ms.custom: references_regions, build-2023, build-2023-dataai, devx-track-azurepowershell
 manager: nitinme
 author: mrbullwinkle #ChrisHMSFT