GITBOOK-17: change request with no subject merged in GitBook

Author: istranical

.gitbook/assets/Deep_Lake_Embedded_vs_Managed.png

@@ -6,15 +6,15 @@ description: Deep Lake Managed Database
 
 ## Overview of Deep Lake's Managed Tensor Database
 
-Deep Lake offers a serverless Managed Tensor Database to eliminates the complexity of self-hosting and substantially lowers costs. Currently, it only supports dataset queries, including vector search, but additional features for creating and modifying data being added in October 2023.
+Deep Lake offers a serverless Managed Tensor Database that eliminates the complexity of self-hosting and substantially lowers costs. Currently, it only supports dataset queries, including vector search, but additional features for creating and modifying data being added in December 2023.
+
+<figure><img src="../../.gitbook/assets/Deep_Lake_Embedded_vs_Managed.png" alt=""><figcaption><p>Comparison of Deep Lake as a Managed Database vs Embedded Database</p></figcaption></figure>
 
 ### User Interfaces
 
 #### LangChain and LlamaIndex
 
-No changes are needed from the user to use the Managed Tensor Database in LangChain or LlamaIndex, since all of the methods automatically route request to the Managed Database when needed.
-
-The only requirement it to specify that the Vector Store should be stored in the Managed Database by specifying `dataset_path = hub://org_id/dataset_name` and `runtime = {"tensor_db": True}` during Vector Store creation.
+To use the Managed Vector Database in LangChain or Llama Index, specify `dataset_path = hub://org_id/dataset_name` and `runtime = {"tensor_db": True}` during Vector Store creation.
 
 #### REST API
 
@@ -24,12 +24,6 @@ A standalone REST API is available for interacting with the Managed Database:
 [rest-api.md](rest-api.md)
 {% endcontent-ref %}
 
-### Architecture
-
-The Managed Tensor Database is serverless and can deployed in the user's VPC.&#x20;
-
-DETAILS COMING SOON
-
 ### Further Information:
 
 {% content-ref url="migrating-datasets-to-the-tensor-database.md" %}