It turns out the Fugitive Doctor was created on the fly.
Jo Martin in "Doctor Who", BBC Studios
You'd think it was all planned in advance, that showrunner Chris Chibnall had it all figured out, but no It turns out the Fugitive Doctor was pretty much created on the fly during the writing of the 5th episode[...]