Whether we're talking about your blog's main/home page, or a blog category or author page, you can't display 10,000 articles on 1 page.
It's best practice to include buttons which allow your reader to go backward or forward in your post history.
Setting up a << Prev or Next >> Pagination Button
- Make sure that your page role is set to either Blog page, Blog Author page, or Blog Category page
- Add a button to the bottom of your page, under the list of posts
- Click the icon to set up your button
- Set either Previous page or Next page from the droplist
- Publish your changes