At the beginning of some lectures we have a `seealso` admonition such as: <img width="621" height="132" alt="Image" src="https://github.com/user-attachments/assets/514e9894-dd3d-4b05-a18f-c98cbe049202" /> They typically assist with linking to another version of the lecture that uses a `gpu` for example. We should review all of these admonitions at the start of lectures and ensure they follow a common style.