Why am I seeing a 404 (Not Found) error failed to load favicon.ico when not using this?

By adding this to the header section, you will definitely remove the error in the console log:

<link rel="shortcut icon" href="">

From Chrome 2020 this is the solution :

<link rel="shortcut icon" href="#">