Added more small asks, illuminated issues after testing.

MaanavD · MaanavD · commit 97b7c8619389 · 2025-05-13T22:21:53.000-07:00
diff --git a/articles/ai-foundry/foundry-local/concepts/foundry-local-architecture.md b/articles/ai-foundry/foundry-local/concepts/foundry-local-architecture.md
@@ -39,7 +39,7 @@ The Foundry Local architecture consists of these main components:
 
 The Foundry Local Service includes an OpenAI-compatible REST server that provides a standard interface for working with the inference engine. It's also possible to manage models over REST. Developers use this API to send requests, run models, and get results programmatically.
 
-- **Endpoint**: The endpoint is *dynamically allocated* when the service starts. You can find the endpoint by running the `foundry service status` command. When using Foundry Local in your applications, we recommend using the SDK that automatically handles the endpoint for you. For more details on how to use the Foundry Local SDK, read the [Integrated inferencing SDKs with Foundry Local](../how-to/how-to-integrate-with-inference-sdks.md) article.
+- **Endpoint**: The endpoint is _dynamically allocated_ when the service starts. You can find the endpoint by running the `foundry service status` command. When using Foundry Local in your applications, we recommend using the SDK that automatically handles the endpoint for you. For more details on how to use the Foundry Local SDK, read the [Integrated inferencing SDKs with Foundry Local](../how-to/how-to-integrate-with-inference-sdks.md) article.
 - **Use Cases**:
   - Connect Foundry Local to your custom applications
   - Execute models through HTTP requests
@@ -111,9 +111,7 @@ The Foundry CLI is a powerful tool for managing models, the inference engine, an
 
 #### Inferencing SDK integration
 
-Foundry Local supports integration with various SDKs, such as the OpenAI SDK, enabling developers to use familiar programming interfaces to interact with the local inference engine.
-
-- **Supported SDKs**: Python, JavaScript, C#, and more.
+Foundry Local supports integration with various SDKs in most languages, such as the OpenAI SDK, enabling developers to use familiar programming interfaces to interact with the local inference engine.
 
 > [!TIP]
 > To learn more about integrating with inferencing SDKs, read [Integrate inferencing SDKs with Foundry Local](../how-to/how-to-integrate-with-inference-sdks.md).
diff --git a/articles/ai-foundry/foundry-local/reference/reference-best-practice.md b/articles/ai-foundry/foundry-local/reference/reference-best-practice.md
@@ -43,7 +43,7 @@ Foundry Local is designed for on-device inference and *not* distributed, contain
 | --- | --- | --- |
 | Slow inference | CPU-only model with large parameter count | Use GPU-optimized model variants when available |
 | Model download failures | Network connectivity issues | Check your internet connection and run `foundry cache list` to verify cache status |
-| The service fails to start | Port conflicts or permission issues | Try `foundry service restart` or report an issue with logs using `foundry zip-logs` |
+| The service fails to start | Port conflicts or permission issues | Try `foundry service restart` or [report an issue](https://github.com/microsoft/Foundry-Local/issues) with logs using `foundry zip-logs` |
 
 ### Improving performance
 
diff --git a/articles/ai-foundry/foundry-local/reference/reference-cli.md b/articles/ai-foundry/foundry-local/reference/reference-cli.md
@@ -35,31 +35,31 @@ The CLI organizes commands into three main categories:
 
 The following table summarizes the commands related to managing and running models:
 
-| **Command**                      | **Description**                                                                  |
-| -------------------------------- | -------------------------------------------------------------------------------- |
-| `foundry model --help`           | Displays all available model-related commands and their usage.                   |
-| `foundry model run <model>`      | Runs a specified model, downloading it if not cached, and starts an interaction. |
-| `foundry model list`             | Lists all available models for local use.                                        |
-| `foundry model info <model>`     | Displays detailed information about a specific model.                            |
+| **Command**                            | **Description**                                                                  |
+| -------------------------------------- | -------------------------------------------------------------------------------- |
+| `foundry model --help`                 | Displays all available model-related commands and their usage.                   |
+| `foundry model run <model>`            | Runs a specified model, downloading it if not cached, and starts an interaction. |
+| `foundry model list`                   | Lists all available models for local use.                                        |
+| `foundry model info <model>`           | Displays detailed information about a specific model.                            |
 | `foundry model info <model> --license` | Displays the license information for a specific model.                           |
-| `foundry model download <model>` | Downloads a model to the local cache without running it.                         |
-| `foundry model load <model>`     | Loads a model into the service.                                                  |
-| `foundry model unload <model>`   | Unloads a model from the service.                                                |
+| `foundry model download <model>`       | Downloads a model to the local cache without running it.                         |
+| `foundry model load <model>`           | Loads a model into the service.                                                  |
+| `foundry model unload <model>`         | Unloads a model from the service.                                                |
 
 ## Service commands
 
 The following table summarizes the commands related to managing and running the Foundry Local service:
 
-| **Command**               | **Description**                                                  |
-| ------------------------- | ---------------------------------------------------------------- |
-| `foundry service --help`  | Displays all available service-related commands and their usage. |
-| `foundry service start`   | Starts the Foundry Local service.                                |
-| `foundry service stop`    | Stops the Foundry Local service.                                 |
-| `foundry service restart` | Restarts the Foundry Local service.                              |
-| `foundry service status`  | Displays the current status of the Foundry Local service.        |
-| `foundry service ps`      | Lists all models currently loaded in the Foundry Local service.  |
-| `foundry service diag`    | Displays the logs of the Foundry Local service.                  |
-| `foundry service set`     | Set configuration of the Foundry Local service.                  |
+| **Command**                     | **Description**                                                  |
+| ------------------------------- | ---------------------------------------------------------------- |
+| `foundry service --help`        | Displays all available service-related commands and their usage. |
+| `foundry service start`         | Starts the Foundry Local service.                                |
+| `foundry service stop`          | Stops the Foundry Local service.                                 |
+| `foundry service restart`       | Restarts the Foundry Local service.                              |
+| `foundry service status`        | Displays the current status of the Foundry Local service.        |
+| `foundry service ps`            | Lists all models currently loaded in the Foundry Local service.  |
+| `foundry service diag`          | Displays the logs of the Foundry Local service.                  |
+| `foundry service set <options>` | Set configuration of the Foundry Local service.                  |
 
 ## Cache commands
 
@@ -68,7 +68,7 @@ The following table summarizes the commands related to managing the local cache
 | **Command**                    | **Description**                                                |
 | ------------------------------ | -------------------------------------------------------------- |
 | `foundry cache --help`         | Displays all available cache-related commands and their usage. |
-| `foundry cache location`            | Displays the current cache directory.                          |
+| `foundry cache location`       | Displays the current cache directory.                          |
 | `foundry cache list`           | Lists all models stored in the local cache.                    |
 | `foundry cache remove <model>` | Deletes a model from the local cache.                          |
 | `foundry cache cd <path>`      | Changes the cache directory.                                   |
diff --git a/articles/ai-foundry/foundry-local/what-is-foundry-local.md b/articles/ai-foundry/foundry-local/what-is-foundry-local.md
@@ -18,7 +18,7 @@ ms.custom: build-2025
 
 [!INCLUDE [foundry-local-preview](./includes/foundry-local-preview.md)]
 
-Foundry Local is an on-device AI inference solution offering performance, privacy, customization, and cost advantages. It integrates seamlessly into your existing workflows and applications through an intuitive CLI and REST API.
+Foundry Local is an on-device AI inference solution offering performance, privacy, customization, and cost advantages. It integrates seamlessly into your existing workflows and applications through an intuitive CLI, SDK, and REST API.
 
 ## Key features
 
@@ -28,7 +28,7 @@ Foundry Local is an on-device AI inference solution offering performance, privac
 
 - **Cost Efficiency**: Eliminate recurring cloud service costs by using your existing hardware, making AI more accessible.
 
-- **Seamless Integration**: Connect with your applications through API endpoints or the CLI, with easy scaling to Azure AI Foundry as your needs grow.
+- **Seamless Integration**: Connect with your applications through an SDK, API endpoints, or the CLI, with easy scaling to Azure AI Foundry as your needs grow.
 
 ## Use cases
 
@@ -52,4 +52,3 @@ Install and run your first model by following the [Get started with Foundry Loca
 
 - [Get started with Foundry Local](get-started.md)
 - [How to compile Hugging Face models to run on Foundry Local](how-to/how-to-compile-hugging-face-models.md)
-
