Merge pull request #278497 from wmwxwa/patch-22

Update vector-database.md

Author: prmerger-automator[bot]

articles/cosmos-db/vector-database.md

@@ -117,14 +117,14 @@ DiskANN enables you to perform highly accurate, low latency queriers at any scal
 
 #### Links and samples
 
+- [What is the database behind ChatGPT? - Microsoft Mechanics](https://www.youtube.com/watch?v=6IIUtEFKJec)
 - [Vector indexing in Azure Cosmos DB for NoSQL](index-policy.md#vector-indexes)
 - [VectorDistance system function NoSQL queries](nosql/query/vectordistance.md)
 - [How to setup vector database capabilities in Azure Cosmos DB NoSQL](nosql/vector-search.md)
 - [Python notebook tutorial](https://github.com/microsoft/AzureDataRetrievalAugmentedGenerationSamples)
 - [C# Solution accelerator for building AI apps](https://aka.ms/BuildModernAiAppsSolution)
 - [C# Azure Cosmos DB Chatbot with Azure OpenAI](https://aka.ms/cosmos-chatgpt-sample)
 
-
 ### API for MongoDB
 
 Use the natively [integrated vector database in Azure Cosmos DB for MongoDB](mongodb/vcore/vector-search.md) (vCore architecture), which offers an efficient way to store, index, and search high-dimensional vector data directly alongside other application data. This approach removes the necessity of migrating your data to costlier alternative vector databases and provides a seamless integration of your AI-driven applications.
@@ -150,19 +150,6 @@ Use the natively integrated vector database in [Azure Cosmos DB for PostgreSQL](
 #### Code sample
 - Python: [Python notebook tutorial - food review chatbot](https://github.com/microsoft/AzureDataRetrievalAugmentedGenerationSamples/tree/main/Python/CosmosDB-PostgreSQL_CognitiveSearch)
 
-### NoSQL API
-
-> [!NOTE]
-> For our NoSQL API, the native integration of a state-of-the-art vector indexing algorithm will be announced during Build in May 2024. Please stay tuned.
-
-The natively integrated vector databaseg in the NoSQL API is under development. In the meantime, you may implement RAG patterns with Azure Cosmos DB for NoSQL and [Azure AI Search](../search/vector-search-overview.md). This approach enables powerful integration of your data residing in the NoSQL API into your AI-oriented applications.
-
-#### Links & Code samples
-
-- [What is the database behind ChatGPT? - Microsoft Mechanics](https://www.youtube.com/watch?v=6IIUtEFKJec)
-- [.NET tutorial - Build and Modernize AI Applications](https://github.com/Azure/Build-Modern-AI-Apps-Hackathon)
-- [.NET tutorial - Bring Your Data to ChatGPT](https://github.com/Azure/Vector-Search-AI-Assistant/tree/cognitive-search-vector)
-- [Azure Data + RAG samples with Azure OpenAI](https://github.com/microsoft/AzureDataRetrievalAugmentedGenerationSamples/)
 ### Next step 
 
 [30-day Free Trial without Azure subscription](https://azure.microsoft.com/try/cosmosdb/)