Merge pull request #3696 from MicrosoftDocs/main

3/24/2025 AM Publish

Author: Taojunshen

articles/ai-foundry/model-inference/concepts/models.md

@@ -184,16 +184,6 @@ See [this model collection in Azure AI Foundry portal](https://ai.azure.com/expl
 | ------ | ---- | --- | ------------ |
 | [Tsuzumi-7b](https://ai.azure.com/explore/models/Tsuzumi-7b/version/1/registry/azureml-nttdata) | chat-completion | Global standard | - **Input:** text (8,192 tokens) <br /> - **Output:** text (8,192 tokens) <br /> - **Languages:** `en` and `jp` <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 
-## 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. 
-
-| Model  | Type | Capabilities |
-| ------ | ---- | ------------ |
-| [Stable Diffusion 3.5 Large](https://ai.azure.com/explore/models/Stable-Diffusion-3.5-Large/versions/1) | [Image Generation](../../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text and image (1000 tokens and 1 image)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
-| [Stable Image Core](https://ai.azure.com/explore/models/Stable-Image-Core/versions/1) | [Image Generation](../../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text (1000 tokens)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
-| [Stable Image Ultra](https://ai.azure.com/explore/models/Stable-Image-Ultra/versions/1) | [Image Generation](../../how-to/deploy-stability-models.md?context=/azure/ai-foundry/context/context) | - Input: text (1000 tokens)  <br /> - Output: 1 Image  <br />  - **Tool calling:** No <br /> - Response formats: Image (PNG and JPG) |
-
 
 ## Next steps
 

articles/ai-services/openai/assistants-quickstart.md

@@ -16,7 +16,7 @@ recommendations: false
 
 # Quickstart: Get started using Azure OpenAI Assistants (Preview)
 
-Azure OpenAI Assistants (Preview) allows you to create AI assistants tailored to your needs through custom instructions and augmented by advanced tools like code interpreter, and custom functions.
+Azure OpenAI Assistants (Preview) allows you to create AI assistants tailored to your needs through custom instructions and augmented by advanced tools like code interpreter, file search, and custom functions.
 
 ::: zone pivot="ai-foundry-portal"
 

articles/ai-services/openai/includes/assistants-ai-studio.md

@@ -96,7 +96,7 @@ While using the Assistants playground, keep the following concepts in mind.
 
 ### Tools
 
-An individual assistant can access up to 128 tools including `code interpreter`, as well as any custom tools you create via [functions](../how-to/assistant-functions.md).
+An individual assistant can access up to 128 tools, including `code interpreter`, as well as any custom tools you create via [functions](../how-to/assistant-functions.md).
 
 ### Chat session
 
@@ -113,7 +113,7 @@ Underneath the text input box there are two buttons:
 
 ### Logs
 
-Logs provide a detailed snapshot of what the assistant API activity.
+Logs provide a detailed snapshot of the assistant's API activity.
 
 ### Show panels
 

articles/machine-learning/how-to-troubleshoot-kubernetes-extension.md

@@ -313,7 +313,7 @@ volcano-scheduler.conf: |
     - plugins:
       - name: sla 
         arguments:
-        sla-waiting-time: 1m
+          sla-waiting-time: 1m
     - plugins:
       - name: conformance
     - plugins: