updated tutorial based upon 8.0 requirements

jinaai/query_based/frontmatter.md

@@ -0,0 +1,24 @@
+---
+# frontmatter
+path: "/tutorial-jina-couchbase-rag-with-hyperscale-or-composite-vector-index"
+title: Retrieval-Augmented Generation (RAG) with Jina AI using Couchbase Hyperscale and Composite Vector Index
+short_title: RAG with Jina AI using Couchbase Hyperscale and Composite Vector Index and
+description:
+  - Learn how to build a semantic search engine using Couchbase and Jina.
+  - This tutorial demonstrates how to integrate Couchbase's vector search capabilities with Jina embeddings and language models.
+  - You'll understand how to perform Retrieval-Augmented Generation (RAG) using LangChain, Couchbase Hyperscale and Composite Vector Index.
+content_type: tutorial
+filter: sdk
+technology:
+  - vector search
+tags:
+  - Hyperscale Vector Index
+  - Composite Vector Index
+  - Artificial Intelligence
+  - LangChain
+  - Jina AI
+sdk_language:
+  - python
+length: 60 Mins
+alt_paths: ["/tutorial-jina-couchbase-rag-with-hyperscale-vector-index", "/tutorial-jina-couchbase-rag-with-composite-vector-index"]
+---

jinaai/fts/frontmatter.md → jinaai/search_based/frontmatter.md

@@ -1,18 +1,18 @@
 ---
 # frontmatter
-path: "/tutorial-jina-couchbase-rag-with-fts"
-title: Retrieval-Augmented Generation (RAG) with Couchbase and Jina AI using FTS
-short_title: RAG with Couchbase and Jina
+path: "/tutorial-jina-couchbase-rag-with-search-vector-index"
+title: Retrieval-Augmented Generation (RAG) with Jina AI using Couchbase Search Vector Index
+short_title: RAG with Couchbase Search Vector Index and Jina
 description:
   - Learn how to build a semantic search engine using Couchbase and Jina.
   - This tutorial demonstrates how to integrate Couchbase's vector search capabilities with Jina embeddings and language models.
-  - You'll understand how to perform Retrieval-Augmented Generation (RAG) using LangChain and Couchbase using FTS.
+  - You'll understand how to perform Retrieval-Augmented Generation (RAG) using LangChain and Couchbase using Search Vector Index.
 content_type: tutorial
 filter: sdk
 technology:
   - vector search
 tags:
-  - FTS
+  - Search Vector Index
   - Artificial Intelligence
   - LangChain
   - Jina AI