renamed frontmatter.md to __frontmatter__.md

Author: giriraj-singh-couchbase

autovec_unstructured/README.md

@@ -1,15 +1,15 @@
 ---
 # frontmatter
 path: "/tutorial-couchbase-autovectorization-langchain"
-title: Auto-Vectorization with Couchbase Capella AI Services and LangChain
-short_title: Auto-Vectorization with Couchbase and LangChain
+title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets Using Couchbase Capella AI Services 
+short_title: Auto-Vectorization on Unstructured Data Stored in S3 Buckets
 description:
   - Learn how to use Couchbase Capella's AI Services auto-vectorization feature to automatically convert your unstructured data into vector embeddings.
   - This tutorial demonstrates how to set up automated embedding generation workflows and perform semantic search using LangChain.
 content_type: tutorial
 filter: sdk
 technology:
-  - vector search
+  - Artificial Intelligence
 tags:
   - LangChain
 sdk_language: