We need to review `ar1_bayes` for style-guide compliance and suggestions. Can you please: 1. checkout the existing PR on branch `update_ar1_bayes` as the base and build on those changes in a new branch. 2. review the lecture `lectures/ar1_bayes` for style guide compliance Here is a copy of the `style-guide` [quantecon_review_instructions.md](https://github.com/user-attachments/files/22198962/quantecon_review_instructions.md)