I love the word "blamestorm" when any meeting starts to go that direction. As in "sweet, we're gonna blamestorm?"
However, when there's one guy who always keeps making mistakes and creating work for the rest of the team, even making the same mistake multiple times, then, in my opinion, some blame is warranted.
When solving a problem starts by blaming someone, it can distract the conversation and attention to become about personalities, positions, politics, arguing over perceptions, & interpretations, instead of the problem itself.
If, after something like the 5 why exercise, all roads keep leading to someone, one can probably look at having a positive supportive intervention.
If that person doesn't want it or feel they need it? That's more of a culture thing than just about one person.