Most of what's been written about blameless post-incident reviews is about managers not blaming engineers, and engineers not blaming each other, because blame shuts down learning. What many miss is that engineers still blame themselves, and the damage is the same.
https://greatcircle.com/blog/2026/04/21/self-blame-isnt-blameless