diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index c97c7bb4d..d301e83e5 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -94,4 +94,4 @@ jobs:
               uses: ./.github/actions/install-runtime-dependencies
 
             - name: Run the examples tests
-              run: make examples-test
+              run: make -C examples test
diff --git a/CITATION.cff b/CITATION.cff
index 91cc1efd8..ad10399b6 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -31,8 +31,8 @@ authors:
 - family-names: "Leather"
   given-names: "Hugh"
 title: "CompilerGym"
-version: 0.2.2
-date-released: 2022-01-19
+version: 0.2.3
+date-released: 2022-03-18
 url: "https://github.com/facebookresearch/CompilerGym"
 preferred-citation:
   type: article
diff --git a/VERSION b/VERSION
index ee1372d33..717903969 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-0.2.2
+0.2.3
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 3da3ebe9c..df7749d47 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,7 +1,30 @@
 .. image:: /_static/img/logo.png
 
-`CompilerGym <https://github.com/facebookresearch/CompilerGym>`_ is a toolkit
-for applying reinforcement learning to compiler optimizations.
+|pypi| |downloads| |stars| |forks|
+
+.. |pypi| image:: https://badge.fury.io/py/compiler-gym.svg
+   :target: https://pypi.org/project/compiler-gym/
+   :height: 20px
+
+.. |downloads| image:: https://pepy.tech/badge/compiler-gym
+   :target: https://pypi.org/project/compiler-gym/
+   :height: 20px
+
+.. |stars| image:: https://img.shields.io/github/stars/facebookresearch/CompilerGym?style=social
+   :target: https://github.com/facebookresearch/CompilerGym
+   :height: 20px
+
+.. |forks| image:: https://img.shields.io/github/forks/facebookresearch/CompilerGym?style=social
+   :target: https://github.com/facebookresearch/CompilerGym
+   :height: 20px
+
+
+`CompilerGym <https://github.com/facebookresearch/CompilerGym>`_  is a library
+of easy to use and performant reinforcement learning environments for compiler
+tasks. It allows ML researchers to interact with important compiler optimization
+problems in a language and vocabulary with which they are comfortable, and
+provides a toolkit for systems developers to expose new compiler tasks for ML
+research. We aim to act as a catalyst for making compilers faster using ML.
 
 .. toctree::
    :maxdepth: 1
diff --git a/www/requirements.txt b/www/requirements.txt
index 72e502b6c..56ea9c87e 100644
--- a/www/requirements.txt
+++ b/www/requirements.txt
@@ -1,3 +1,3 @@
-compiler_gym==0.2.2
+compiler_gym==0.2.3
 Flask==2.0.1
 Flask-Cors==3.0.10