diff --git a/docs/api_reference.md b/docs/api_reference.md
index 8d86d9188..4306d5111 100644
--- a/docs/api_reference.md
+++ b/docs/api_reference.md
@@ -3,7 +3,8 @@
 ## Overview
 
 
-The Cognee API has 
+The Cognee API has:
+
 1. via Python library
 2. FastAPI server 
 
@@ -13,10 +14,9 @@ The Cognee API has
 # Module: cognee.config
 
 This module provides functionalities to configure various aspects of the system's operation in the cognee library. 
-It interfaces with the cognee.infrastructure.infrastructure_config module to set configurations for system directories, machine learning models, and other components essential for system performance.
+It interfaces with a set of Pydantic settings singleton classes to manage the system's configuration.
 
 ## Overview
-
 The config class in this module offers a series of static methods to configure the system's directories, various machine learning models, and other parameters.