Add SurrealDB + semantic search blog post

authors.yaml

@@ -380,4 +380,9 @@ alexl-oai:
 glojain:
   name: "Glory Jain"
   website: "https://www.linkedin.com/in/gloryjain/"
-  avatar: "https://media.licdn.com/dms/image/v2/C4E03AQH72n6Sm5q69Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1557995338725?e=1756339200&v=beta&t=FGTXiCZwTZvqHCY-wd8It15EDf11Rex1oLlBKRGHNtY"
+  avatar: "https://media.licdn.com/dms/image/v2/C4E03AQH72n6Sm5q69Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1557995338725?e=1756339200&v=beta&t=FGTXiCZwTZvqHCY-wd8It15EDf11Rex1oLlBKRGHNtY"
+
+dhghomon:
+  name: "Dave MacLeod"
+  website: "https://www.linkedin.com/in/davemacleod/"
+  avatar: "https://media.licdn.com/dms/image/v2/C5603AQEb2B7UHzrsMA/profile-displayphoto-shrink_800_800/profile-displayphoto-shrink_800_800/0/1646798838220?e=1756339200&v=beta&t=paU69ZEH97HPUqFDgNTE7jzA4eQldfhsWGP6N-r0x9g"

examples/vector_databases/README.md

@@ -25,6 +25,7 @@ Each provider has their own named directory, with a standard notebook to introdu
 - [Redis](https://github.com/RedisVentures/simple-vecsim-intro)
 - [SingleStoreDB](https://www.singlestore.com/blog/how-to-get-started-with-singlestore/)
 - [Supabase](https://supabase.com/docs/guides/ai)
+- [SurrealDB](https://surrealdb.com/solutions/ai)
 - [Tembo](https://tembo.io/docs/product/stacks/ai/vectordb)
 - [Typesense](https://typesense.org/docs/guide/)
 - [Vespa AI](https://vespa.ai/)

examples/vector_databases/surrealdb/README.md

@@ -0,0 +1,19 @@
+# SurrealDB
+
+[SurrealDB](https://www.surrealdb.com/docs) is an open-source multi-model database built in Rust with natively supported AI-facing functionality such as [full text](https://surrealdb.com/docs/surrealdb/reference-guide/full-text-search), [vector search](https://surrealdb.com/docs/surrealdb/reference-guide/vector-search), and [graph queries](https://surrealdb.com/docs/surrealdb/models/graph).
+
+## OpenAI Cookbook Examples
+
+Below are guides and resources that walk you through how to use OpenAI embedding models with SurrealDB.
+
+| Guide                                    | Description                                                |
+| ---------------------------------------- | ---------------------------------------------------------- |
+| [Semantic search](./semantic-search.mdx) | Store, index, and query embeddings using built-in vectors. |
+
+## Additional resources
+
+- [Moving from full text to vector search](https://surrealdb.com/blog/moving-from-full-text-search-to-vector-search-in-surrealdb)
+- [Vector search example](https://surrealdb.com/blog/find-your-celebrity-soulmate-with-the-magic-of-vector-search)
+- [RAG using in-database embeddings](https://surrealdb.com/blog/cooking-up-faster-rag-using-in-database-embeddings-in-surrealdb)
+- [Getting started with SurrealML](https://surrealdb.com/blog/what-is-surrealml-a-getting-started-guide)
+- [Building real-time AI pipelines](https://surrealdb.com/blog/building-real-time-ai-pipelines-in-surrealdb)