[DuckDB](https://duckdb.org/) recently added support for vectors to enable [similarity search](https://blog.brunk.io/posts/similarity-search-with-duckdb) and can be [used for RAG](https://motherduck.com/blog/search-using-duckdb-part-2/). It seems to me that it would be a very good fit for llmware as a low ceremony way to access data efficiently) even on a laptop . Best Regards