Applied CR suggestions

guide/src/ecosystem/async-await.md

@@ -16,5 +16,5 @@ your codebase to manage the runtimes of both.
 
 
 ## Additional Information
-- Managing event loop references can be tricky with `pyo3-async-runtimes`. See [Event Loop References](https://docs.rs/pyo3-async-runtimes/#event-loop-references) in the API docs to get a better intuition for how event loop references are managed in this library.
+- Managing event loop references can be tricky with `pyo3-async-runtimes`. See [Event Loop References](https://docs.rs/pyo3-async-runtimes/#event-loop-references-and-contextvars) in the API docs to get a better intuition for how event loop references are managed in this library.
 - Testing `pyo3-async-runtimes` libraries and applications requires a custom test harness since Python requires control over the main thread. You can find a testing guide in the [API docs for the `testing` module](https://docs.rs/pyo3-async-runtimes/latest/pyo3_async_runtimes/testing)