diff --git a/docs/docs/core-components/agents.mdx b/docs/docs/core-components/agents.mdx
index dc6ce5d2..1ffe19f1 100644
--- a/docs/docs/core-components/agents.mdx
+++ b/docs/docs/core-components/agents.mdx
@@ -7,35 +7,30 @@ import Icon from "@site/src/components/icon/icon";
import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
-OpenRAG includes a built-in [Langflow](https://docs.langflow.org/) instance for creating and managing application workflows called [_flows_](https://docs.langflow.org/concepts-overview).
+OpenRAG includes a built-in [Langflow](https://docs.langflow.org/) instance for creating and managing functional application workflows called _flows_.
In a flow, the individual workflow steps are represented by [_components_](https://docs.langflow.org/concepts-components) that are connected together to form a complete process.
-OpenRAG includes several built-in flows that you can customize.
-You can also create your own flows using OpenRAG's embedded Langflow visual editor.
-
-## Built-in flows
+OpenRAG includes several built-in flows:
* The [**OpenRAG OpenSearch Agent** flow](/chat#flow) powers the **Chat** feature in OpenRAG.
* The [**OpenSearch Ingestion** and **OpenSearch URL Ingestion** flows](/knowledge#knowledge-ingestion-flows) process documents and web content for storage in your OpenSearch knowledge base.
* The [**OpenRAG OpenSearch Nudges** flow](/chat#nudges) provides optional contextual suggestions in the OpenRAG **Chat**.
+You can customize these flows and create your own flows using OpenRAG's embedded Langflow visual editor.
+
## Inspect and modify flows {#inspect-and-modify-flows}
All OpenRAG flows are designed to be modular, performant, and provider-agnostic.
-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 **Settings**. Then, to launch the embedded Langflow visual editor, click **Edit in Langflow**.
+To modify a flow in OpenRAG, click **Settings**.
+From here, you can quickly edit commonly used parameters, such as the **Language model** and **Agent Instructions**.
+To further explore and edit the flow, click **Edit in Langflow** to launch the embedded [Langflow visual editor](https://docs.langflow.org/concepts-overview) where you can fully [customize the flow](https://docs.langflow.org/concepts-flows) to suit your use case.
For example, to view and edit the built-in **Chat** flow (the **OpenRAG OpenSearch Agent** flow), do the following:
1. In OpenRAG, click **Chat**.
-2. Click **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.
+2. Click **Settings**, and then 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**.
@@ -43,22 +38,22 @@ For example, to view and edit the built-in **Chat** flow (the **OpenRAG OpenSear
-4. Modify the flow as desired, and then press Command+S (Ctrl+S) to save your changes.
+3. Modify the flow as desired, and then press Command+S (Ctrl+S) 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 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.
+ If you modify the built-in **Chat** flow, make sure you click 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 flow settings.
:::
-## Revert a built-in flow to its default state
+### Revert a built-in flow to its 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.
-## Custom flows and additional Langflow functionality
+## Build custom flows and use other Langflow functionality
-In addition to OpenRAG's built-in flows, all Langflow features are available through OpenRAG, including popular extensibility features such as the following:
+In addition to OpenRAG's built-in flows, all Langflow features are available through OpenRAG, including the ability to [create your own flows](https://docs.langflow.org/concepts-flows) and popular extensibility features such as the following:
* [Create custom components](https://docs.langflow.org/components-custom-components).
* Integrate with many third-party services through [bundles](https://docs.langflow.org/components-bundle-components).
@@ -70,7 +65,7 @@ Explore the [Langflow documentation](https://docs.langflow.org/) to learn more a
By default, OpenRAG is pinned to the latest Langflow Docker image for stability.
-You can set a specific Langflow version with the [`LANGFLOW_VERSION`](/reference/configuration). However, there are risks to changing this setting:
+If necessary, you can set a specific Langflow version with the [`LANGFLOW_VERSION`](/reference/configuration). However, there are risks to changing this setting:
* The [Langflow documentation](https://docs.langflow.org/) describes the functionality present in the latest release of the Langflow OSS Python package. If your `LANGFLOW_VERSION` is different, the Langflow documentation might not align with the features and default settings in your OpenRAG installation.
diff --git a/docs/docs/core-components/chat.mdx b/docs/docs/core-components/chat.mdx
index 31827aa1..92958285 100644
--- a/docs/docs/core-components/chat.mdx
+++ b/docs/docs/core-components/chat.mdx
@@ -59,4 +59,4 @@ When you use the OpenRAG **Chat**, the **OpenRAG OpenSearch Nudges** flow runs i
Nudges appear as prompts in the chat.
Click a nudge to accept it and provide the nudge's context to the OpenRAG **Chat** agent (the **OpenRAG OpenSearch Agent** flow).
-Like OpenRAG's other built-in flows, you can [inspect the flow in Langflow](#inspect-and-modify-flows), and you can customize it if you want to change the nudge behavior.
\ No newline at end of file
+Like OpenRAG's other built-in flows, you can [inspect the flow in Langflow](/agents#inspect-and-modify-flows), and you can customize it if you want to change the nudge behavior.
\ No newline at end of file