diff --git a/docs/checkpoint.md b/docs/checkpoint.md
index 0f351b2d..f1154db9 100644
--- a/docs/checkpoint.md
+++ b/docs/checkpoint.md
@@ -193,6 +193,27 @@ The class provides `save` and `restore` APIs which save or restore an `item`
 synchronously given a specific `directory`. The save operation should not be
 atomic, since this functionality is handled by `Checkpointer`.
 
+### Checkpointer vs. CheckpointHandler
+
+The need for a division of labor between `Checkpointer` and `CheckpointHandler`
+is not always obvious, but we have found that the design increases modularity
+and reduces code duplication.
+
+This is most obvious when it comes to async checkpointing. The logic required to
+manage a background thread is complex, and we wish to centralize it in a single
+location rather than requiring every user with a new type to implement
+themselves in their own `CheckpointHandler`. We also wish to provide a
+synchronous `Checkpointer` in a separate implementation rather than requiring
+all users to go through `AsyncCheckpointer`. This object can be much simpler to
+use and understand. However, we need an additional layer represented by the
+`CheckpointHandler` to implement type-specific logic, so that `Checkpointer` and
+`AsyncCheckpointer` may share code.
+
+Finally, atomicity is handled at the `Checkpointer` layer, again so that it need
+not be re-implemented for every custom type. Furthermore, logic ensuring
+atomicity may be implemented in different ways on different file systems,
+therefore requiring a more modular design.
+
 ### AsyncCheckpointHandler
 
 A special interface inheriting from `CheckpointHandler`,
diff --git a/setup.py b/setup.py
index ec598ea9..021efffe 100644
--- a/setup.py
+++ b/setup.py
@@ -22,7 +22,7 @@
 
 setuptools.setup(
     name='orbax',
-    version='0.0.17',
+    version='0.0.18',
     description='Orbax',
     long_description=_LONG_DESCRIPTION,
     long_description_content_type='text/markdown',