diff --git a/docs/features/advanced-retrieval.mdx b/docs/features/advanced-retrieval.mdx
index b4f12c8e..a093eb34 100644
--- a/docs/features/advanced-retrieval.mdx
+++ b/docs/features/advanced-retrieval.mdx
@@ -37,7 +37,7 @@ Here are the typical latency ranges for each search mode:
 
 | **Mode**            | **Latency**      |
 |---------------------|------------------|
-| **Keyword Search**  | **>10ms**        |
+| **Keyword Search**  | **<10ms**        |
 | **Reranking**       | **150-200ms**    |
 | **Filtering**       | **200-300ms**    |
 
diff --git a/docs/features/custom-categories.mdx b/docs/features/custom-categories.mdx
index 8d36b3d6..bf591fdd 100644
--- a/docs/features/custom-categories.mdx
+++ b/docs/features/custom-categories.mdx
@@ -28,7 +28,7 @@ new_categories = [
     {"personal_information": "Basic information about the user including name, preferences, and personality traits"}
 ]
 
-response = client.update_custom_instructions_and_categories({"custom_categories": new_categories})
+response = client.update_project(custom_categories = new_categories)
 print(response)
 ```
 
@@ -51,7 +51,7 @@ messages = [
 ]
 
 # Add memories with custom categories
-client.add(messages, user_id="alice"))
+client.add(messages, user_id="alice")
 ```
 
 ```python Memories with categories
@@ -172,11 +172,11 @@ Name is Alice (personal_details)
 ```
 </CodeGroup>
 
-You can check whether default categories are being used by calling `get_custom_instructions_and_categories()`. If `custom_categories` returns `None`, it means the default categories are being used.
+You can check whether default categories are being used by calling `get_project()`. If `custom_categories` returns `None`, it means the default categories are being used.
 
 <CodeGroup>
 ```python Code
-client.get_custom_instructions_and_categories(["custom_categories"])
+client.get_project(["custom_categories"])
 ```
 
 ```json Output