I'm not totally original
While I was digging into this area on my own, with heavy help from ChatGPT, of course, I never expected that I have a completely new result.
On Monday my colleagues and I discussed how a linear model drops out of Bayesian probability formulas and the book from the attachment was mentioned. It turns out "my" expressions are in there too - see the references in the picture.