From e8a425702e499bdb0be01384c5bf52b8a5d5261c Mon Sep 17 00:00:00 2001
From: Mendon Kissling <59585235+mendonk@users.noreply.github.com>
Date: Thu, 9 Oct 2025 14:39:07 -0400
Subject: [PATCH] ingestion-flow

---
 flows/ingestion_flow.json | 45 +++++++++++++++++++++++++++++++--------
 1 file changed, 36 insertions(+), 9 deletions(-)

diff --git a/flows/ingestion_flow.json b/flows/ingestion_flow.json
index 911c3e38..79a4d7c4 100644
--- a/flows/ingestion_flow.json
+++ b/flows/ingestion_flow.json
@@ -1245,7 +1245,7 @@
             ],
             "frozen": false,
             "icon": "binary",
-            "last_updated": "2025-10-04T02:17:01.272Z",
+            "last_updated": "2025-10-09T17:53:28.032Z",
             "legacy": false,
             "lf_version": "1.6.3.dev0",
             "metadata": {
@@ -1550,7 +1550,7 @@
             ],
             "frozen": false,
             "icon": "braces",
-            "last_updated": "2025-10-04T02:17:01.273Z",
+            "last_updated": "2025-10-09T17:53:28.034Z",
             "legacy": false,
             "lf_version": "1.6.3.dev0",
             "metadata": {},
@@ -2912,7 +2912,7 @@
             ],
             "frozen": false,
             "icon": "table",
-            "last_updated": "2025-10-04T02:17:01.354Z",
+            "last_updated": "2025-10-09T17:53:28.116Z",
             "legacy": false,
             "lf_version": "1.6.3.dev0",
             "metadata": {
@@ -3328,7 +3328,7 @@
             ],
             "frozen": false,
             "icon": "table",
-            "last_updated": "2025-10-04T02:17:01.355Z",
+            "last_updated": "2025-10-09T17:53:28.117Z",
             "legacy": false,
             "lf_version": "1.6.3.dev0",
             "metadata": {
@@ -3744,7 +3744,7 @@
             ],
             "frozen": false,
             "icon": "table",
-            "last_updated": "2025-10-04T02:17:01.355Z",
+            "last_updated": "2025-10-09T17:53:28.117Z",
             "legacy": false,
             "lf_version": "1.6.3.dev0",
             "metadata": {
@@ -4129,19 +4129,46 @@
         },
         "selected": false,
         "type": "genericNode"
+      },
+      {
+        "data": {
+          "id": "note-DCu9M",
+          "node": {
+            "description": "## README\n\nThis flow transforms raw documents into searchable knowledge stored in an OpenSearch vector database.\nThis [knowledge](https://docs.openr.ag/knowledge) serves as context that your [agents](https://docs.openr.ag/agents) draw upon to answer questions and perform tasks.\n\n* Data sources: This flow ingests data from OAuth connectors or can load from your local machine. For more, see [Ingest Knowledge](https://docs.openr.ag/knowledge#ingest-knowledge).\n* Docling ingestion: The [**Docling Serve** component](https://docs.openr.ag/ingestion) processes input documents by connecting to your instance of Docling serve. For more, see [Docling Ingestion](https://docs.openr.ag/ingestion).\n* Processing: The flow adds metadata through three [**DataFrame Operations** components](https://docs.langflow.org/components-processing#dataframe-operations) that add `filename`, `file_size`, and `mimetype` columns.\nThe **Split Text** component then splits the processed text into uniform, easily searchable chunks.\n* Embedding generation:The [**Embedding Model** component](https://docs.langflow.org/components-embedding-models) generates vector embeddings with the model you selected at [Application onboarding](https://docs.openr.ag/install#application-onboarding), and the [**OpenSearch** component](https://docs.langflow.org/bundles-elastic#opensearch) stores the processed documents and their embeddings in the documents index.\n* Metadata and ownership: The **Secret Input** components provide user context that is stored as metadata in OpenSearch. These fields are populated from OAuth configuration values, and enable multi-tenant document isolation in OpenSearch, so each user's documents remain private and traceable.\n\nFor more information, see the [OpenRAG docs](https://docs.openr.ag/ingestion#knowledge-ingestion-flows).\n",
+            "display_name": "",
+            "documentation": "",
+            "template": {}
+          },
+          "type": "note"
+        },
+        "dragging": false,
+        "height": 439,
+        "id": "note-DCu9M",
+        "measured": {
+          "height": 439,
+          "width": 1000
+        },
+        "position": {
+          "x": -538.3997974029603,
+          "y": 1984.9915833571447
+        },
+        "resizing": true,
+        "selected": true,
+        "type": "noteNode",
+        "width": 1000
       }
     ],
     "viewport": {
-      "x": 227.3737875665738,
-      "y": -299.1651660660417,
-      "zoom": 0.43587407227641217
+      "x": 439.0828210185154,
+      "y": -485.0911154471861,
+      "zoom": 0.5133513373758299
     }
   },
   "description": "Load your data for chat context with Retrieval Augmented Generation.",
   "endpoint_name": null,
   "id": "5488df7c-b93f-4f87-a446-b67028bc0813",
   "is_component": false,
-  "last_tested_version": "1.6.3.dev0",
+  "last_tested_version": "1.6.3.dev1",
   "name": "OpenSearch Ingestion Flow",
   "tags": [
     "openai",