Blameless is often pointless because sometimes something about the person is the problem. If the project failed because Bob ran it and Bob is too risk averse, then you can't fix it without talking about Bob. Bob either needs to figure out how to be less risk averse (hard and time consuming journey) or Bob shouldn't run projects that require risk taking.
Doesn't mean Bob is bad or gets fired, but he is part of the picture.
The whole blameless thing is so weak - if there's something about you that caused the failure, don't you want to know?