Best of luck! A couple of clarifications as I was writing from the train and didn't do a second draft:

By "backwards" I meant to suggest, have the LLM critique a commit message you wrote. Have it point out vague language, weasel words, generalisation and marketing terms.

The wiki article is good advice for writing in general, not limited to LLMs.