diff --git a/book/references/parallel-configuration.md b/book/references/parallel-configuration.md
index 4e09e4e..b2c781b 100644
--- a/book/references/parallel-configuration.md
+++ b/book/references/parallel-configuration.md
@@ -87,8 +87,6 @@ strategy = "None"
 is a top-level Parsl configuration parameter that you can [read more about in the Parsl documentation](https://parsl.readthedocs.io/en/stable/userguide/configuring.html#multi-threaded-applications).
 This may need to be set differently depending on your system.
 
-If you were to load this into Python using tomlkit you would get the following dictionary:
-
 Next, the first executor is added.
 
 ```
@@ -161,6 +159,8 @@ This implies that after your first time running QIIME 2 in parallel without a co
 Alternatively, when using {term}`q2cli`, you can provide a specific configuration for use in configuring parsl using the `--parallel-config` option.
 If provided, this overrides the priority order above.
 
+Similarly, when using the {term}`Python 3 API`, you can provide a specific configuration by passing a `parsl.Config` object into your `ParallelConfig` context manager.
+
 ````{admonition} user_config_dir and site_config_dir
 :class: note
 On Linux, `user_config_dir` will usually be `$HOME/.config/qiime2/`.
diff --git a/book/tutorials/parallel-pipeline.md b/book/tutorials/parallel-pipeline.md
index 026c08e..a992525 100644
--- a/book/tutorials/parallel-pipeline.md
+++ b/book/tutorials/parallel-pipeline.md
@@ -68,7 +68,7 @@ If you're using a system with parallel computing capabilities (e.g., at least si
 
 ## Python 3 API
 
-Parallel Pipeline execution through the Python API is done using a `parsl.Config` object as a context manager.
+Parallel Pipeline execution through the Python API is done using a `ParallelConfig` object as a context manager.
 These objects take a `parsl.Config` object and an optional dictionary mapping action names to executor names as input.
 If no config is provided your default configuration will be used (see [](qiime2-configuration-precedence)).