Maybe most of those roles can be lumped under devops. They probably don't have enough data to for ml/ai
Genuine question: what does a Production Software Developer do?
In my last teams it was a lot of infrastructure. Deployment, disaster recovery, failover, provisioning, build processes, maybe even building the testing pipeline, etc.