more fixes

Author: msakande

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

@@ -19,15 +19,7 @@ The Azure AI model catalog offers a large selection of models from a wide range
 
 [!INCLUDE [models-preview](../includes/models-preview.md)]
 
-To perform inferencing with the models, some models such as [Nixtla's TimeGEN-1](#nixtla) and [Cohere rerank](#cohere-rerank) require you to use custom APIs from the model providers. Others that belong to the following model types support inferencing using the [Azure AI model inference](../model-inference/overview.md):
-
-- [Chat completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context)
-- [Chat completion (with reasoning content)](../model-inference/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context)
-- [Chat completion (with image and audio content)](../model-inference/how-to/use-chat-multi-modal.md?context=/azure/ai-foundry/context/context)
-- [Embeddings](../model-inference/how-to/use-embeddings.md?context=/azure/ai-foundry/context/context)
-- [Image embeddings](../model-inference/how-to/use-image-embeddings.md?context=/azure/ai-foundry/context/context)
-
-You can find more details about individual models by reviewing their model cards in the [model catalog for Azure AI Foundry portal](https://ai.azure.com/explore/models).
+To perform inferencing with the models, some models such as [Nixtla's TimeGEN-1](#nixtla) and [Cohere rerank](#cohere-rerank) require you to use custom APIs from the model providers. Others support inferencing using the [Azure AI model inference](../model-inference/overview.md). You can find more details about individual models by reviewing their model cards in the [model catalog for Azure AI Foundry portal](https://ai.azure.com/explore/models).
 
 :::image type="content" source="../media/models-featured/models-catalog.gif" alt-text="An animation showing Azure AI studio model catalog section and the models available." lightbox="../media/models-featured/models-catalog.gif":::
 

articles/ai-foundry/model-inference/toc.yml

@@ -88,7 +88,7 @@ items:
           href: ./how-to/use-chat-completions.md
         - name: Work with reasoning models
           href: ./how-to/use-chat-reasoning.md
-        - name: Work with image and audio content
+        - name: Work with multimodal models
           href: ./how-to/use-chat-multi-modal.md
     - name: Develop with LangChain and LangGraph
       href: ../how-to/develop/langchain.md?context=/azure/ai-foundry/model-inference/context/context

articles/ai-foundry/toc.yml

@@ -130,7 +130,7 @@ items:
           href: ../ai-foundry/model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context
         - name: Work with reasoning models
           href: ../ai-foundry/model-inference/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context
-        - name: Work with image and audio content
+        - name: Work with multimodal models
           href: ../ai-foundry/model-inference/how-to/use-chat-multi-modal.md?context=/azure/ai-foundry/context/context
 - name: Azure OpenAI and AI services
   items: