diff --git a/docs/docs/_partial-onboarding.mdx b/docs/docs/_partial-onboarding.mdx
index 5efbf2eb..2d7fe8cb 100644
--- a/docs/docs/_partial-onboarding.mdx
+++ b/docs/docs/_partial-onboarding.mdx
@@ -36,10 +36,9 @@ To change your provider selection, you must completely reinstall OpenRAG.
     :::   
     1. Enter your Ollama server's base URL address.
     The default Ollama server address is `http://localhost:11434`.
-    Since OpenRAG is running in a container, you may need to change `localhost` to access services outside of the container. For example, change `http://localhost:11434` to `http://host.docker.internal:11434` to connect to Ollama.
-    OpenRAG automatically sends a test connection to your Ollama server to confirm connectivity.
+    OpenRAG automatically transforms `localhost` to access services outside of the container, and sends a test connection to your Ollama server to confirm connectivity.
     2. Select the **Embedding Model** and **Language Model** your Ollama server is running.
-    OpenRAG automatically lists the available models from your Ollama server.
+    OpenRAG retrieves the available models from your Ollama server.
     3. To load 2 sample PDFs, enable **Sample dataset**.
     This is recommended, but not required.
     4. Click **Complete**.
diff --git a/docs/docs/get-started/install.mdx b/docs/docs/get-started/install.mdx
index 2fe09d1f..27e94c83 100644
--- a/docs/docs/get-started/install.mdx
+++ b/docs/docs/get-started/install.mdx
@@ -10,7 +10,7 @@ import PartialExternalPreview from '@site/docs/_partial-external-preview.mdx';
 
 <PartialExternalPreview />
 
-[Install the OpenRAG Python wheel](#install-python-wheel) and then use the [OpenRAG Terminal User Interface(TUI)](#setup) to run and configure your OpenRAG deployment with a guided setup process.
+[Install the OpenRAG Python wheel](#install-python-wheel), and then run the [OpenRAG Terminal User Interface(TUI)](#setup) to start your OpenRAG deployment with a guided setup process.
 
 If you prefer running Docker commands and manually editing `.env` files, see [Deploy with Docker](/get-started/docker).
 
@@ -31,15 +31,14 @@ The `.whl` file is currently available as an internal download during public pre
 
 The OpenRAG wheel installs the Terminal User Interface (TUI) for running and managing OpenRAG.
 
-1. Create a new project with a virtual environment using `uv`.
-   This creates and activates a virtual environment for your project.
+1. Create a new project with a virtual environment using `uv init`.
 
    ```bash
    uv init YOUR_PROJECT_NAME
    cd YOUR_PROJECT_NAME
    ```
 
-   The terminal prompt won't change like it would when using `venv`, but the `uv` commands will use the project's virtual environment.
+   The `(venv)` prompt doesn't change, but `uv` commands will automatically use the project's virtual environment.
    For more information on virtual environments, see the [uv documentation](https://docs.astral.sh/uv/pip/environments).
 
 2. Add the local OpenRAG wheel to your project's virtual environment.
diff --git a/docs/docs/support/troubleshoot.mdx b/docs/docs/support/troubleshoot.mdx
index dc62cf43..9946db38 100644
--- a/docs/docs/support/troubleshoot.mdx
+++ b/docs/docs/support/troubleshoot.mdx
@@ -13,12 +13,12 @@ This page provides troubleshooting advice for issues you might encounter when us
 
 ## OpenSearch fails to start
 
-Check that `OPENSEARCH_PASSWORD` set in [Environment variables](/configure/configuration) meets requirements.
+Check that `OPENSEARCH_PASSWORD` set in [Environment variables](/reference/configuration) meets requirements.
 The password must contain at least 8 characters, and must contain at least one uppercase letter, one lowercase letter, one digit, and one special character that is strong.
 
 ## Langflow connection issues
 
-Verify the `LANGFLOW_SUPERUSER` credentials set in [Environment variables](/configure/configuration) are correct.
+Verify the `LANGFLOW_SUPERUSER` credentials set in [Environment variables](/reference/configuration) are correct.
 
 ## Memory errors
 
@@ -108,4 +108,4 @@ To reset your local containers and pull new images, do the following:
 
 3. In the OpenRAG TUI, click **Status**, and then click **Upgrade**.
 When the **Close** button is active, the upgrade is complete.
-Close the window and open the OpenRAG appplication. 
+Close the window and open the OpenRAG appplication.
\ No newline at end of file