nudges and flow names

docs/docs/core-components/agents.mdx

@@ -58,6 +58,15 @@ This filter is the [Knowledge filter](/knowledge#create-knowledge-filters), and
 
 * 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 a [Model Context Protocol (MCP) server](https://docs.langflow.org/mcp-server) to fetch content from URLs and store in OpenSearch.
 
+### Nudges
+
+When you use the OpenRAG **Chat**, the **OpenRAG OpenSearch Nudges** flow runs in the background to pull additional context from your knowledge base and chat history.
+
+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.
+
 ## Inspect and modify flows {#inspect-and-modify-flows}
 
 All OpenRAG flows are designed to be modular, performant, and provider-agnostic.

docs/docs/core-components/ingestion.mdx

@@ -50,7 +50,7 @@ If OpenRAG detects that the local machine is running on macOS, OpenRAG uses the
 
 ### OpenSearch Ingestion flow
 
-The **OpenSearch Ingestion** flow is the default knowledge ingestion flow in OpenRAG. When you **Add Knowledge** in OpenRAG, the OpenSearch Ingestion flow runs in the background. The flow ingests documents using Docling Serve to import and process documents.
+The **OpenSearch Ingestion** flow is the default knowledge ingestion flow in OpenRAG. When you **Add Knowledge** in OpenRAG, the **OpenSearch Ingestion** flow runs in the background. The flow ingests documents using Docling Serve to import and process documents.
 
 If you [inspect the flow in Langflow](/agents#inspect-and-modify-flows), you'll see that it is comprised of ten components that work together to process and store documents in your knowledge base:
 

docs/docs/core-components/knowledge.mdx

@@ -26,9 +26,7 @@ To configure the knowledge ingestion pipeline parameters, see [Docling Ingestion
 
 ### Direct file ingestion
 
-<!-- is this a separate flow or same as the OpenSearch Ingestion flow? -->
-
-The **Knowledge Ingest** flow uses Langflow's [**File** component](https://docs.langflow.org/components-data#file) to split and embed files loaded from your local machine into the OpenSearch database.
+The **OpenSearch Ingestion** flow uses Langflow's [**File** component](https://docs.langflow.org/components-data#file) to split and embed files loaded from your local machine into the OpenSearch database.
 
 The default path to your local folder is mounted from the `./documents` folder in your OpenRAG project directory to the `/app/documents/` directory inside the Docker container. Files added to the host or the container will be visible in both locations. To configure this location, modify the **Documents Paths** variable in either the TUI's [Advanced Setup](/install#setup) menu or in the `.env` used by Docker Compose.
 
@@ -109,7 +107,7 @@ The **Knowledge** page lists the documents OpenRAG has ingested into the OpenSea
 To explore the raw contents of your knowledge base, click <Icon name="Library" aria-hidden="true"/> **Knowledge** to get a list of all ingested documents.
 Click a document to view the chunks produced from splitting the documents during ingestion into the vector database.
 
-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).
+Documents are processed with the default **OpenSearch Ingestion** flow. If you want to split your documents differently, edit the **OpenSearch Ingestion** flow, as explained in [Inspect and modify flows](/agents#inspect-and-modify-flows).
 
 ## Chat with knowledge
 

docs/docs/get-started/quickstart.mdx

@@ -116,7 +116,7 @@ You can click a document to view the chunks of the document as they are stored i
 
    * Click <Icon name="Settings2" aria-hidden="true"/> **Settings** to modify the knowledge ingestion settings.
 
-   For more information about knowledge bases and knowledge ingestion, see [OpenSearch in OpenRAG](/knowledge).
+   For more information about knowledge bases, knowledge ingestion, and the OpenRAG **Chat**, see [OpenSearch in OpenRAG](/knowledge).
 
 ## Change the language model and chat settings {#change-components}
 
@@ -128,7 +128,7 @@ You can click a document to view the chunks of the document as they are stored i
 
    If Langflow requests login information, enter the `LANGFLOW_SUPERUSER` and `LANGFLOW_SUPERUSER_PASSWORD` from the `.env` file in your OpenRAG installation directory.
 
-   The OpenRAG OpenSearch Agent flow opens in a new browser window.
+   The **OpenRAG OpenSearch Agent** flow opens in a new browser window.
 
    ![OpenRAG OpenSearch Agent flow](/img/opensearch-agent-flow.png)