In the past I derived it as following: It is a little different approach. If it answers your question I will rewrite it in a proper LaTeX. Regarding your question about the steps in the derivation you presented, it is using the Woodbury Matrix Identity (Both 12.26 to 12.27 and 12.28 to 12.29).

Only top voted, non community-wiki answers of a minimum length are eligible