Merge branch 'main' into release-preview-eval-redteaming

Author: v-alje

articles/ai-foundry/concepts/models-featured.md

@@ -327,7 +327,7 @@ See the [Nixtla model collection in Azure AI Foundry portal](https://ai.azure.co
 | ------ | ---- | ------------ |
 | [tsuzumi-7b](https://ai.azure.com/explore/models/Tsuzumi-7b/version/1/registry/azureml-nttdata) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (8,192 tokens) <br /> - **Output:** text (8,192 tokens) <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 
-## Stability AI 
+## Stability AI
 
 The Stability AI collection of image generation models include Stable Image Core, Stable Image Ultra and Stable Diffusion 3.5 Large. Stable Diffusion 3.5 Large allows for an image and text input. 
 

articles/ai-foundry/how-to/model-catalog-overview.md

@@ -10,7 +10,7 @@ ms.custom:
   - ai-learning-hub
   - ignite-2024
 ms.topic: how-to
-ms.date: 12/04/2024
+ms.date: 03/24/2025
 ms.reviewer: jcioffi
 ms.author: ssalgado
 author: ssalgadodev
@@ -73,23 +73,12 @@ Network isolation | [Configure managed networks for Azure AI Foundry hubs](confi
 
 ### Available models for supported deployment options
 
-The following list contains Serverless API models. For Azure OpenAI models, see [Azure OpenAI Service Models](../../ai-services/openai/concepts/models.md).
+For Azure OpenAI models, see [Azure OpenAI Service Models](../../ai-services/openai/concepts/models.md).
+
+To view a list of supported models for Serverless API or Managed Compute, go to the home page of the model catalog in [Azure AI Foundry](https://ai.azure.com). Use the **Deployment options** filter to select either **Serverless API** or **Managed Compute**. 
+
+:::image type="content" source="../media/how-to/model-catalog-overview/catalog-filter.png" alt-text="A screenshot showing how to filter by managed compute models in the catalog." lightbox="../media/how-to/model-catalog-overview/catalog-filter.png":::  
 
-Model | Managed compute | Serverless API (pay-per-token)
---|--|--
-AI21 family models | Not available | Jamba-1.5-Mini <br> Jamba-1.5-Large
-Bria | Not available | Bria-2.3-Fast
-Cohere family models | Not available | Cohere-command-r-plus-08-2024 <br> Cohere-command-r-08-2024 <br> Cohere-command-r-plus <br> Cohere-command-r <br> Cohere-embed-v3-english <br> Cohere-embed-v3-multilingual <br> Cohere-rerank-v3.5 <br> Cohere-rerank-v3-english <br> Cohere-rerank-v3-multilingual
-DeepSeek models from Microsoft | Not available | DeepSeek-V3 <br> DeepSeek-R1
-Gretel | Not available | Gretel-Navigator
-Healthcare AI family Models | MedImageParse<BR>  MedImageInsight<BR>  CxrReportGen<BR>  Virchow<BR>  Virchow2<BR>  Prism<BR>  BiomedCLIP-PubMedBERT<BR>  microsoft-llava-med-v1.5<BR>  m42-health-llama3-med4<BR>  biomistral-biomistral-7b<BR>  microsoft-biogpt-large-pub<BR>  microsoft-biomednlp-pub<BR>  stanford-crfm-biomedlm<BR>  medicalai-clinicalbert<BR>  microsoft-biogpt<BR>  microsoft-biogpt-large<BR>  microsoft-biomednlp-pub<BR> | Not Available
-JAIS | Not available | jais-30b-chat
-Meta Llama family models | Llama-3.3-70B-Instruct<BR> Llama-3.2-3B-Instruct<BR>  Llama-3.2-1B-Instruct<BR>  Llama-3.2-1B<BR>  Llama-3.2-90B-Vision-Instruct<BR>  Llama-3.2-11B-Vision-Instruct<BR>  Llama-3.1-8B-Instruct<BR>  Llama-3.1-8B<BR>  Llama-3.1-70B-Instruct<BR>  Llama-3.1-70B<BR>  Llama-3-8B-Instruct<BR>  Llama-3-70B<BR>  Llama-3-8B<BR>  Llama-Guard-3-1B<BR>  Llama-Guard-3-8B<BR>  Llama-Guard-3-11B-Vision<BR>  Llama-2-7b<BR>  Llama-2-70b<BR>  Llama-2-7b-chat<BR>  Llama-2-13b-chat<BR>  CodeLlama-7b-hf<BR>  CodeLlama-7b-Instruct-hf<BR>  CodeLlama-34b-hf<BR>  CodeLlama-34b-Python-hf<BR>  CodeLlama-34b-Instruct-hf<BR>  CodeLlama-13b-Instruct-hf<BR>  CodeLlama-13b-Python-hf<BR>  Prompt-Guard-86M<BR>  CodeLlama-70b-hf<BR> | Llama-3.3-70B-Instruct<BR> Llama-3.2-90B-Vision-Instruct<br>  Llama-3.2-11B-Vision-Instruct<br>  Llama-3.1-8B-Instruct<br>  Llama-3.1-70B-Instruct<br>  Llama-3.1-405B-Instruct<br>  Llama-3-8B-Instruct<br>  Llama-3-70B-Instruct<br>  Llama-2-7b<br>  Llama-2-7b-chat<br>  Llama-2-70b<br>  Llama-2-70b-chat<br>  Llama-2-13b<br>  Llama-2-13b-chat<br>
-Microsoft Phi family models | Phi-3-mini-4k-Instruct <br> Phi-3-mini-128k-Instruct <br> Phi-3-small-8k-Instruct <br> Phi-3-small-128k-Instruct <br> Phi-3-medium-4k-instruct <br> Phi-3-medium-128k-instruct <br> Phi-3-vision-128k-Instruct <br> Phi-3.5-mini-Instruct <br> Phi-3.5-vision-Instruct <br> Phi-3.5-MoE-Instruct <br> Phi-4 <br> Phi-4-mini-instruct <br> Phi-4-multimodal-instruct | Phi-3-mini-4k-Instruct <br> Phi-3-mini-128k-Instruct <br> Phi-3-small-8k-Instruct <br> Phi-3-small-128k-Instruct <br> Phi-3-medium-4k-instruct <br> Phi-3-medium-128k-instruct <br> <br> Phi-3.5-mini-Instruct <br> Phi-3.5-vision-Instruct <br> Phi-3.5-MoE-Instruct <br> Phi-4 <br> Phi-4-mini-instruct <br> Phi-4-multimodal-instruct
-Mistral family models | mistralai-Mixtral-8x22B-v0-1 <br> mistralai-Mixtral-8x22B-Instruct-v0-1 <br> mistral-community-Mixtral-8x22B-v0-1 <br> mistralai-Mixtral-8x7B-v01 <br> mistralai-Mistral-7B-Instruct-v0-2 <br> mistralai-Mistral-7B-v01 <br> mistralai-Mixtral-8x7B-Instruct-v01 <br> mistralai-Mistral-7B-Instruct-v01 | Mistral-large (2411) <br> Mistral-large (2407) <br> Mistral-large (2402) <br> Mistral-small-2503 <br> Mistral-small <br> Ministral-3B <br> Mistral-NeMo <br> Codestral-2501
-Nixtla | Not available | TimeGEN-1
-NTT DATA | Not available | tsuzumi-7b
-Stability AI | Not available | Stable Diffusion 3.5 Large <br> Stable Image Core <br> Stable Image Ultra
 
 <!-- docutune:enable -->
 

articles/ai-foundry/media/how-to/model-catalog-overview/catalog-filter.png

@@ -98,7 +98,7 @@ The cURL command line tool doesn't format API responses that contain JSON conten
 
 #### [Windows](#tab/windows)
 
-Use the NodeJS *json tool* as a JSON formatter for cURL. If you don't have [Node.js](https://nodejs.org/) installed, download and install the latest version.
+Use the Node.js *json tool* as a JSON formatter for cURL. If you don't have [Node.js](https://nodejs.org/) installed, download and install the latest version.
 
 1. Open a console window and install the json tool by using the following command:
 

articles/ai-services/document-intelligence/how-to-guides/includes/v3-0/rest-api.md

@@ -90,7 +90,7 @@ The cURL command line tool doesn't format API responses that contain JSON conten
 
 #### [Windows](#tab/windows)
 
-Use the NodeJS *json tool* as a JSON formatter for cURL. If you don't have [Node.js](https://nodejs.org/) installed, download and install the latest version.
+Use the Node.js *json tool* as a JSON formatter for cURL. If you don't have [Node.js](https://nodejs.org/) installed, download and install the latest version.
 
 1. Open a bash window and install the json tool by using the following command:
 

articles/ai-services/document-intelligence/how-to-guides/includes/v4-0/rest-api.md

@@ -220,7 +220,7 @@ response_2 = client.responses.create(
     model="computer-use-preview",
     previous_response_id=response.id,
     tools=[{
-        "type": "computer-preview",
+        "type": "computer_use_preview",
         "display_width": 1024,
         "display_height": 768,
         "environment": "browser" # other possible values: "mac", "windows", "ubuntu"

articles/ai-services/openai/how-to/computer-use.md

@@ -245,7 +245,7 @@ response = client.responses.retrieve("resp_67cb61fa3a448190bcf2c42d96f0d1a8")
 ### Microsoft Entra ID
 
 ```bash
-curl -X GET "https://YOUR-RESOURCE-NAME.openai.azure.com/openai/{response_id}?api-version=2025-03-01-preview" \
+curl -X GET "https://YOUR-RESOURCE-NAME.openai.azure.com/openai/responses/{response_id}?api-version=2025-03-01-preview" \
   -H "Content-Type: application/json" \
   -H "Authorization: Bearer $AZURE_OPENAI_AUTH_TOKEN" 
 ```
@@ -441,7 +441,7 @@ inputs = [{"type": "message", "role": "user", "content": "Define and explain the
 
 response = client.responses.create(  
     model="gpt-4o",  # replace with your model deployment name  
-    input="inputs"  
+    input=inputs  
 )  
 
 inputs += response.output
@@ -451,7 +451,6 @@ inputs.append({"role": "user", "type": "message", "content": "Explain this at a
 
 second_response = client.responses.create(  
     model="gpt-4o",  
-    previous_response_id=response.id,  
     input=inputs
 )  
 
@@ -507,7 +506,7 @@ for output in response.output:
                 input.append(  
                     {  
                         "type": "function_call_output",  
-                        "call_id": output.id,  
+                        "call_id": output.call_id,  
                         "output": '{"temperature": "70 degrees"}',  
                     }  
                 )  

articles/ai-services/openai/how-to/responses.md

@@ -368,9 +368,9 @@ This table shows the previous and new object names for real-time diarization and
 
     * [New JavaScript meeting transcription quickstart](https://github.com/Azure-Samples/cognitive-services-speech-sdk/blob/master/quickstart/javascript/browser/meeting-transcription/README.md)
 
-    * [New NodeJS conversation transcription quickstart](https://github.com/Azure-Samples/cognitive-services-speech-sdk/blob/master/quickstart/javascript/node/conversation-transcription/README.md)
+    * [New Node.js conversation transcription quickstart](https://github.com/Azure-Samples/cognitive-services-speech-sdk/blob/master/quickstart/javascript/node/conversation-transcription/README.md)
 
-    * [New NodeJS meeting transcription quickstart](https://github.com/Azure-Samples/cognitive-services-speech-sdk/blob/master/quickstart/javascript/node/meeting-transcription/README.md)
+    * [New Node.js meeting transcription quickstart](https://github.com/Azure-Samples/cognitive-services-speech-sdk/blob/master/quickstart/javascript/node/meeting-transcription/README.md)
 
 ### Speech SDK 1.30.0: July 2023 release
 

articles/ai-services/speech-service/includes/release-notes/release-notes-sdk.md

@@ -506,7 +506,7 @@ Primary changes:
 - Changed Intellijidea to version 2021.2.3
 - Changed NVIDIA Drivers to version 470.103.01
 - Changed NVIDIA SMI to version 470.103.01
-- Changed Nodejs to version v16.13.0
+- Changed Node.js to version v16.13.0
 - Changed Pycharm to version 2021.2.3
 - Changed VS Code to version 1.61.2
 - Conda
@@ -537,7 +537,7 @@ Primary changes:
 - Changed pytorch to version 1.9.1
 - Changed Docker to version 20.10.9
 - Changed Intellijidea to version 2021.2.2
-- Changed Nodejs to version v14.18.0
+- Changed Node.js to version v14.18.0
 - Changed Pycharm to version 2021.2.2
 - Changed VS Code to version 1.60.2
 - Fixed AutoML environment (azureml_py36_automl)
@@ -613,7 +613,7 @@ Selected version updates include:
 - Julia 1.0.5
 - Jupyter Lab 2.2.6
 - Microsoft Edge browser
-- NodeJS 16.2.0
+- Node.js 16.2.0
 - Power BI Desktop 2.93.641.0 64-bit (May 2021)
 - PyCharm Community Edition 2021.1.1
 - Python 3.8

articles/machine-learning/data-science-virtual-machine/release-notes.md

@@ -176,7 +176,7 @@ Tunnelmole is an open source tunneling tool that can create a public URL that fo
    + npm:  `npm install -g tunnelmole`
    + Linux: `curl -s https://tunnelmole.com/sh/install-linux.sh | sudo bash`
    + Mac:  `curl -s https://tunnelmole.com/sh/install-mac.sh --output install-mac.sh && sudo bash install-mac.sh`
-   + Windows: Install by using npm. Or if you don't have NodeJS installed, download the [precompiled .exe file for Windows](https://tunnelmole.com/downloads/tmole.exe) and put it somewhere in your PATH.
+   + Windows: Install by using npm. Or if you don't have Node.js installed, download the [precompiled .exe file for Windows](https://tunnelmole.com/downloads/tmole.exe) and put it somewhere in your PATH.
 
 1. Run this command to create a new tunnel: