diff --git a/README.md b/README.md
index 64d1ba5d2e5..678c98da850 100755
--- a/README.md
+++ b/README.md
@@ -128,13 +128,13 @@ mettalog --test --clean ./tests/baseline-compat
 
 #### Some prolog commands not found
 
-If already have a recent enough version of swi-prolog installed, that will be used instead of mettalog installing its own. Some of the packages might not be installed, and mettalog might give an error such as:
+If already have a recent enough version of SWI-prolog installed, that will be used instead of mettalog installing its own. Some of the packages might not be installed, and mettalog might give an error such as:
 
 ```
 ERROR: save_history/0: Unknown procedure el_write_history/2
 ```
 
-In that case, you need rebuild your swi-prolog installation to include the missing packages. The most reliable way to do this is to make sure the following Debian/Ubuntu packages are installed using:
+In that case, you need rebuild your SWI-prolog installation to include the missing packages. The most reliable way to do this is to make sure the following Debian/Ubuntu packages are installed using:
 
 ```
 sudo apt install build-essential autoconf git cmake libpython3-dev libgmp-dev libssl-dev unixodbc-dev \
@@ -152,7 +152,7 @@ ctest -j $(nproc) --output-on-failure
 ninja install
 
 ```
-If you installed swi-prolog as a package from your linux distribition and run into issues, it is likely that you will need to `apt remove` it and then either build from source or rerun the `INSTALL.sh` script.
+If you installed swi-prolog as a package from your linux distribition and run into issues, it is likely that you will need to `apt remove` it and then either build SWI-prolog from source or rerun the metta-wam `INSTALL.sh` script.
 
 ## :raised_hands: Acknowledgments
 Thanks to the Hyperon Experimental MeTTa, PySWIP teams, and Flybase for their contributions to this project.