diff --git a/docs/docs/_partial-modify-flows.mdx b/docs/docs/_partial-modify-flows.mdx
deleted file mode 100644
index 02ec1502..00000000
--- a/docs/docs/_partial-modify-flows.mdx
+++ /dev/null
@@ -1,5 +0,0 @@
-import Icon from "@site/src/components/icon/icon";
-
-All flows included with OpenRAG are designed to be modular, performant, and provider-agnostic.
-To modify a flow, click <Icon name="Settings2" aria-hidden="true"/> **Settings**, and click **Edit in Langflow**.
-OpenRAG's visual editor is based on the [Langflow visual editor](https://docs.langflow.org/concepts-overview), so you can edit your flows to match your specific use case.
\ No newline at end of file
diff --git a/docs/docs/core-components/agents.mdx b/docs/docs/core-components/agents.mdx
index 9d440ddf..c27de881 100644
--- a/docs/docs/core-components/agents.mdx
+++ b/docs/docs/core-components/agents.mdx
@@ -6,7 +6,6 @@ slug: /agents
 import Icon from "@site/src/components/icon/icon";
 import Tabs from '@theme/Tabs';
 import TabItem from '@theme/TabItem';
-import PartialModifyFlows from '@site/docs/_partial-modify-flows.mdx';
 
 OpenRAG leverages Langflow's Agent component to power the OpenRAG OpenSearch Agent flow.
 
@@ -31,7 +30,7 @@ In an agentic context, tools are functions that the agent can run to perform tas
 
 </details>
 
-## Use the OpenRAG OpenSearch Agent flow {#flow}
+## Use the OpenRAG Chat (OpenRAG OpenSearch Agent flow) {#flow}
 
 If you've chatted with your knowledge in OpenRAG, you've already experienced the OpenRAG OpenSearch Agent chat flow.
 To switch OpenRAG over to the [Langflow visual editor](https://docs.langflow.org/concepts-overview) and view the OpenRAG OpenSearch Agentflow, click <Icon name="Settings2" aria-hidden="true"/> **Settings**, and then click **Edit in Langflow**.
@@ -48,12 +47,42 @@ This filter is the [Knowledge filter](/knowledge#create-knowledge-filters), and
 * The **Agent** component's Output port is connected to the [**Chat Output** component](https://docs.langflow.org/components-io), which returns the final response to the user or application.
 * An [**MCP Tools** component](https://docs.langflow.org/mcp-client) is connected to the Agent's **Tools** port. This component calls the [OpenSearch URL Ingestion flow](/ingestion#url-flow), which Langflow uses as an MCP server to fetch content from URLs and store in OpenSearch.
 
-<PartialModifyFlows />
+## Inspect and modify flows {#inspect-and-modify-flows}
 
-For an example of changing out the agent's language model in OpenRAG, see the [Quickstart](/quickstart#change-components).
+All OpenRAG flows are designed to be modular, performant, and provider-agnostic.
 
-To restore the flow to its initial state, in OpenRAG, click <Icon name="Settings2" aria-hidden="true"/> **Settings**, and then click **Restore Flow**.
-OpenRAG warns you that this discards all custom settings. Click **Restore** to restore the flow.
+OpenRAG provides quick access to common settings and an embedded [Langflow visual editor](https://docs.langflow.org/concepts-overview) where you can fully customize the flows to suit your use case.
+
+To modify a flow, click <Icon name="Settings2" aria-hidden="true"/> **Settings**. Then, to launch the embedded Langflow visual editor, click **Edit in Langflow**.
+
+For example, to view and edit the built-in **Chat** flow (the **OpenRAG OpenSearch Agent** flow), do the following:
+
+1. In OpenRAG, click <Icon name="MessageSquare" aria-hidden="true"/> **Chat**.
+
+2. Click <Icon name="Settings2" aria-hidden="true"/> **Settings**.
+
+   On the **Settings** page, you can edit commonly used parameters like the **Language model** and **Agent Instructions**.
+
+3. For more detail and customization options, click **Edit in Langflow** to launch the Langflow visual editor in a new browser window.
+
+   If prompted to acknowledge that you are entering Langflow, click **Proceed**.
+
+   If Langflow requests login information, enter the `LANGFLOW_SUPERUSER` and `LANGFLOW_SUPERUSER_PASSWORD` from the `.env` file in your OpenRAG installation directory.
+
+   ![OpenRAG OpenSearch Agent flow](/img/opensearch-agent-flow.png)
+
+4. Modify the flow as desired, and then press <kbd>Command</kbd>+<kbd>S</kbd> (<kbd>Ctrl</kbd>+<kbd>S</kbd>) to save your changes.
+
+   You can close the Langflow browser window, or leave it open if you want to continue experimenting with the flow editor.
+
+   :::tip
+   If you modify the built-in **Chat** flow, make sure you click <Icon name="Plus" aria-hidden="true"/> in the **Conversations** tab to start a new conversation. This ensures that the chat doesn't persist any context from the previous conversation with the original model.
+   :::
+
+### Revert a built-in flow to the default state
+
+After you edit a built-in flow, you can click **Restore flow** on the **Settings** page to revert the flow to its original state when you first installed OpenRAG.
+This is a destructive action that discards all customizations to the flow.
 
 ## Additional Langflow functionality
 
diff --git a/docs/docs/core-components/ingestion.mdx b/docs/docs/core-components/ingestion.mdx
index 67f746b0..f09634b9 100644
--- a/docs/docs/core-components/ingestion.mdx
+++ b/docs/docs/core-components/ingestion.mdx
@@ -15,7 +15,7 @@ Docling ingests documents from your local machine or OAuth connectors, splits th
 
 OpenRAG chose Docling for its support for a wide variety of file formats, high performance, and advanced understanding of tables and images.
 
-To modify OpenRAG's ingestion settings, including the Docling settings and ingestion flows, click 2" aria-hidden="true"/> **Settings**.
+To modify OpenRAG's ingestion settings, including the Docling settings and ingestion flows, <Icon name="Settings2" aria-hidden="true"/> **Settings**.
 
 ## Knowledge ingestion settings
 
diff --git a/docs/docs/core-components/knowledge.mdx b/docs/docs/core-components/knowledge.mdx
index 80a997c2..4c8bc6b0 100644
--- a/docs/docs/core-components/knowledge.mdx
+++ b/docs/docs/core-components/knowledge.mdx
@@ -106,9 +106,7 @@ The **Knowledge** page lists the documents OpenRAG has ingested into the OpenSea
 To explore your current knowledge, click <Icon name="Library" aria-hidden="true"/> **Knowledge**.
 Click on a document to display the chunks derived from splitting the default documents into the vector database.
 
-Documents are processed with the default **Knowledge Ingest** flow, so if you want to split your documents differently, edit the **Knowledge Ingest** flow.
-
-<PartialModifyFlows />
+Documents are processed with the default **Knowledge Ingest** flow. If you want to split your documents differently, edit the **Knowledge Ingest** flow, as explained in [Inspect and modify flows](/agents#inspect-and-modify-flows).
 
 ## Create knowledge filters
 
diff --git a/docs/docs/get-started/quickstart.mdx b/docs/docs/get-started/quickstart.mdx
index 80eb0902..7dd66c7f 100644
--- a/docs/docs/get-started/quickstart.mdx
+++ b/docs/docs/get-started/quickstart.mdx
@@ -135,7 +135,8 @@ You can click a document to view the chunks of the document as they are stored i
 3. For this quickstart, try changing the model.
 Click the **Language Model** component, and then change the **Model Name** to a different OpenAI model.
 
-   When editing built-in flows, you can click **Restore flow** to revert the flow to its initial state.
+   After you edit a built-in flow, you can click **Restore flow** on the **Settings** page to revert the flow to its original state when you first installed OpenRAG.
+   This is a destructive action that discards all customizations to the flow.
 
 4. Press <kbd>Command</kbd>+<kbd>S</kbd> (<kbd>Ctrl</kbd>+<kbd>S</kbd>) to save your changes.