@@ -56,7 +56,7 @@ Spring AI brings several benefits to Java developers:
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5858## Couchbase Embedding Store
59- Couchbase spring-ai integration stores each embedding in a separate document and uses an FTS vector index to perform
59+ Couchbase spring-ai integration stores each embedding in a separate document and uses an Search Vector Index to perform
6060queries against stored vectors.
6161- [ Couchbase Integration with Spring AI Documentation] ( https://docs.spring.io/spring-ai/reference/api/vectordbs/couchbase.html )
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@@ -160,10 +160,10 @@ The application uses `CouchbaseSearchVectorStore`, which:
160160- Maintains metadata alongside vector embeddings
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162162### Vector Index
163- The embedding store uses an FTS vector index in order to perform vector similarity lookups. If provided with a name for
163+ The embedding store uses a Search Vector Index in order to perform vector similarity lookups. If provided with a name for
164164vector index that does not exist on the cluster, the store will attempt to create a new index with default
165165configuration based on the provided initialization settings. It is recommended to manually review the settings for the
166- created index and adjust them according to specific use cases. More information about vector search and FTS index
166+ created index and adjust them according to specific use cases. More information about Search Vector Index
167167configuration can be found at [ Couchbase Documentation] ( https://docs.couchbase.com/server/current/vector-search/vector-search.html ) .
168168
169169### Controller Class (` Controller.java ` )
@@ -225,6 +225,6 @@ In order to run this application, use the following command:
225225## Resources
226226
227227- [ Spring AI Documentation] ( https://docs.spring.io/spring-ai/reference/index.html )
228- - [ Couchbase Vector Search] ( https://docs.couchbase.com/server/current/fts /vector-search.html )
228+ - [ Couchbase Vector Search] ( https://docs.couchbase.com/server/current/vector-search /vector-search.html )
229229- [ OpenAI Embeddings Documentation] ( https://platform.openai.com/docs/guides/embeddings )
230- - [ Spring Boot Documentation] ( https://docs.spring.io/spring-boot/docs/current/reference/html/ )
230+ - [ Spring Boot Documentation] ( https://docs.spring.io/spring-boot/docs/current/reference/html/ )
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