diff --git a/smallpebble/array_library.py b/smallpebble/array_library.py
index 2463a28..078cc6d 100644
--- a/smallpebble/array_library.py
+++ b/smallpebble/array_library.py
@@ -1,38 +1,59 @@
-"""This module acts as a proxy, allowing NumPy/CuPy to be switched dynamically.
-The default library is NumPy.
-
-To switch to CuPy:
->> import smallpebble as sp
->> import cupy
->> sp.array_library.library = cupy
-
-To switch back to NumPy:
->> import numpy
->> sp.array_library.library = numpy
+"""Allows SmallPebble to dynamically switch between NumPy/CuPy,
+for its ndarray computations. The default is NumPy.
 
+Note to SmallPebble devs:
 Watch out for cases where NumPy and CuPy differ, 
 e.g. np.add.at is cupy.scatter_add.
 """
+from types import ModuleType
+
 import numpy
 
 library = numpy  # numpy or cupy
 
 
-def use(array_library):
-    """Set array library to be NumPy or CuPy.
+def use(array_library: ModuleType) -> None:
+    """Set the array library that SmallPebble will use.
 
-    E.g.
-    >> import cupy
-    >> import smallpebble as sp
-    >> sp.use(cupy)
+    Parameters
+    ----------
+    array_library : ModuleType
+        Either NumPy (the SmallPebble default) or CuPy (for GPU acceleration).
 
-    To switch back to NumPy:
-    >> import numpy
-    >> sp.use(numpy)
+    Example:
+    ```python
+    # Switch array library to CuPy.
+    import cupy
+    import smallpebble as sp
+    sp.use(cupy)
+
+    # To switch back to NumPy:
+    import numpy
+    sp.use(numpy)
+    ```
     """
+
     global library
     library = array_library
 
 
-def __getattr__(name):
+def __getattr__(name: str):
+    """Make this module act as a proxy, for NumPy/CuPy.
+
+    Here's an example:
+    
+    ```python
+    import smallpebble.array_library as array_library
+    
+    x = array_library.array([1, 2, 3]) ** 2  # <- a NumPy array
+    ```
+
+    In this example, a NumPy array is created,
+    because `array_library.array` results in this function
+    being called, which then calls `getattr(numpy, "array")`,
+    which is NumPy's function for creating arrays.
+    (The above assumes that `library == numpy`, which is the 
+    default. The same thing would happen but with CuPy arrays,
+    if `library == cupy`.) 
+    """
     return getattr(library, name)
diff --git a/smallpebble/smallpebble.py b/smallpebble/smallpebble.py
index 8bea4ac..97fe2b2 100644
--- a/smallpebble/smallpebble.py
+++ b/smallpebble/smallpebble.py
@@ -19,7 +19,6 @@
 """
 from collections import defaultdict
 import math
-import numpy
 import smallpebble.array_library as np
 
 
@@ -624,7 +623,7 @@ def np_add_at(a, indices, b):
     if np.library.__name__ == "numpy":
         np.add.at(a, indices, b)
     elif np.library.__name__ == "cupy":
-        np.scatter_add(a, indices, b)
+        np._cupyx.scatter_add(a, indices, b)
     else:
         raise ValueError("Expected np.library.__name__ to be `numpy` or `cupy`.")