Post mortems are absolutely key in creating process improvements. If you think about an organization's most effective processes, they are likely just representations of years of fixed errors.

Regarding blamelessness, I think it was W. Edwards Deming who emphasized the importance of blaming process over people, which is always preferable, but its critical for individuals to at least be aware of their role in the problem.