From 6201c141b0dd04589d367c7723d2a60c6b64e30e Mon Sep 17 00:00:00 2001
From: Arjunnr-cb <arjun.nr@couchbase.com>
Date: Sun, 8 Feb 2026 21:37:28 +0530
Subject: [PATCH 1/3] Update nvidia-nim-llama3-pdf-chat.md

---
 .../nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md  | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
index 4a1a908..fb5be90 100644
--- a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
+++ b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
@@ -11,7 +11,7 @@ description:
 content_type: tutorial
 filter: sdk
 technology:
-  - fts
+  - vector search
   - kv
 tags:
   - Streamlit
@@ -202,7 +202,7 @@ DB_PASSWORD = "<password_for_couchbase_cluster>"
 DB_BUCKET = "<name_of_bucket_to_store_documents>"
 DB_SCOPE = "<name_of_scope_to_store_documents>"
 DB_COLLECTION = "<name_of_collection_to_store_documents>"
-INDEX_NAME = "<name_of_fts_index_with_vector_support>"
+INDEX_NAME = "<name_of_search-vector_index_with_vector_support>"
 LOGIN_PASSWORD = "<password to access the streamlit app>"
 ```
 

From e585cb7a1446cf0ef7888b21060d8fc22462136c Mon Sep 17 00:00:00 2001
From: Arjunnr-cb <arjun.nr@couchbase.com>
Date: Mon, 9 Feb 2026 14:11:02 +0530
Subject: [PATCH 2/3] Update
 tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
---
 .../nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md    | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
index fb5be90..78980fb 100644
--- a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
+++ b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
@@ -202,7 +202,7 @@ DB_PASSWORD = "<password_for_couchbase_cluster>"
 DB_BUCKET = "<name_of_bucket_to_store_documents>"
 DB_SCOPE = "<name_of_scope_to_store_documents>"
 DB_COLLECTION = "<name_of_collection_to_store_documents>"
-INDEX_NAME = "<name_of_search-vector_index_with_vector_support>"
+INDEX_NAME = "<name_of_search_index_with_vector_support>"
 LOGIN_PASSWORD = "<password to access the streamlit app>"
 ```
 

From 876b4504cfa75cd93518f391a08d7885a168ca7d Mon Sep 17 00:00:00 2001
From: Arjunnr-cb <arjun.nr@couchbase.com>
Date: Thu, 12 Feb 2026 13:47:52 +0530
Subject: [PATCH 3/3] addressed comments

---
 .../nvidia-nim-llama3-pdf-chat.md                        | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
index 78980fb..dbb7ade 100644
--- a/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
+++ b/tutorial/markdown/python/nvidia-nim-llama3-pdf-chat/nvidia-nim-llama3-pdf-chat.md
@@ -19,6 +19,7 @@ tags:
   - Nvidia NIM
   - LLama3
   - Artificial Intelligence
+  - Search Vector Index
 sdk_language:
   - python
 length: 45 Mins
@@ -89,9 +90,9 @@ Specifically, you need to do the following:
 - For the purpose of this tutorial, we will be using specific bucket, scope and collection. However, you may use any name of your choice but make sure to update names in all the steps.
 - Create a bucket named `pdf-chat`. We will use the `_default` scope and `_default` collection of this bucket.
 
-### Create the Search Index on Full Text Service
+### Create the Search Vector Index on Search Service
 
-We need to create the Search Index on the Full Text Service in Couchbase. For this demo, you can import the following index using the instructions.
+We need to create the Search Vector Index on the Search Service in Couchbase. For this demo, you can import the following index using the instructions.
 
 - [Couchbase Capella](https://docs.couchbase.com/cloud/search/import-search-index.html)
 
@@ -105,7 +106,7 @@ We need to create the Search Index on the Full Text Service in Couchbase. For th
   - Copy the following Index definition in the Import screen.
   - Click on Create Index to create the index.
 
-You may also create a vector index using Search UI on both [Couchbase Capella](https://docs.couchbase.com/cloud/vector-search/create-vector-search-index-ui.html) and [Couchbase Self Managed Server](https://docs.couchbase.com/server/current/vector-search/create-vector-search-index-ui.html).
+You may also create a search vector index using Search UI on both [Couchbase Capella](https://docs.couchbase.com/cloud/vector-search/create-vector-search-index-ui.html) and [Couchbase Self Managed Server](https://docs.couchbase.com/server/current/vector-search/create-vector-search-index-ui.html).
 
 #### Index Definition
 
@@ -216,7 +217,7 @@ LOGIN_PASSWORD = "<password to access the streamlit app>"
 
 ### Running the Application
 
-After starting Couchbase server, adding vector index and installing dependencies. Our Application is ready to run.
+After starting Couchbase server, adding search vector index and installing dependencies. Our Application is ready to run.
 
 In the projects root directory, run the following command