You'll want to use
~/.radare2rc to make configs / cmds automatically run everytime radare2 is launched. You'll have to set a flag inside of that so it loads up the visual configuration you have everytime it's ran.
Example .radare2rc Here is a fine example I found on GitHub. You use the flag
eco theme_name to set a default theme on launch.