diff --git a/navi/README.md b/navi/README.md
index d13929292..9a4326d96 100644
--- a/navi/README.md
+++ b/navi/README.md
@@ -23,7 +23,7 @@ While Navi's features may not be as comprehensive as its open-source counterpart
 - `thrift_bpr_adapter`: generated thrift code for BatchPredictionRequest
 
 ## Content
-We have included all *.rs source code files that make up the main Navi binaries for you to examine. However, we have not included the test and benchmark code, as well as various configuration files, due to data security concerns.
+We have included all *.rs source code files that make up the main Navi binaries for you to examine. However, we have not included the test and benchmark code, or various configuration files, due to data security concerns.
 
 ## Run
 In navi/navi, you can run the following commands:
@@ -33,4 +33,4 @@ In navi/navi, you can run the following commands:
 Do note that you need to create a models directory and create some versions, preferably using epoch time, e.g., `1679693908377`.
 
 ## Build
-You can adapt the above scripts to build using Cargo.
\ No newline at end of file
+You can adapt the above scripts to build using Cargo.