diff --git a/docs/use-cases/deerflow.md b/docs/use-cases/deerflow.md
index 230ea6bf6..b18d725a1 100644
--- a/docs/use-cases/deerflow.md
+++ b/docs/use-cases/deerflow.md
@@ -143,11 +143,11 @@ To audit the sources and steps taken, click the **Activities** tab.
 ![Review research activities](/images/manual/use-cases/deerflow-review-research-activities.png#bordered)
 ### Edit and save the report
 :::info Verify citations
-AI models may occasionally generate inaccurate citations or "hallucinated" links. Manually verify important sources in the citations section.
+AI models may occasionally generate inaccurate citations or "hallucinated" links. Be sure to manually verify important sources in the citations section.
 :::
 
 1. Click <span class="material-symbols-outlined">edit</span> in the top-right corner to enter editing mode.
-2. You can adjust formatting using Markdown or select a section and ask the AI to improve or expand on it.
+2. You can adjust formatting using Markdown or select a section and ask the AI to improve or expand it.
    ![Ask AI to edit the report](/images/manual/use-cases/deerflow-ask-ai-to-edit.png#bordered)
 3. Click <span class="material-symbols-outlined">undo</span> in the top-right corner to exit editing mode.
 4. Click <span class="material-symbols-outlined">download</span> to save the report to your local machine as a Markdown file.
diff --git a/docs/use-cases/ollama.md b/docs/use-cases/ollama.md
index fa2e85e6e..05c061527 100644
--- a/docs/use-cases/ollama.md
+++ b/docs/use-cases/ollama.md
@@ -101,7 +101,7 @@ If the application forces you to enter an API Key, you can usually enter any str
 ### Ensure network connectivity
 Because you set the authentication to "Internal", your application must be on the same local network as Olares to connect.
 * **Local Network**: If your device (or the app running on Olares) is on the same Wi-Fi or LAN, you can connect directly using the frontend address.
-* **Remote Access**: If you are accessing Olares remotely, you must enable [LarePass VPN](../manual/larepass/private-network.md#enable-vpn-on-larepass) on your client device. This creates a secure tunnel that treats your device as if it were on the local network.
+* **Remote Access**: If you are accessing Olares remotely, you must enable [LarePass VPN](../manual/larepass/private-network.md#enable-vpn-on-larepass) on your client device. This creates a secure tunnel that effectively places your device on the same network as Olares.
 
 
 ## Learn more