Ah ok ! I think the link between clearml agent queues and the autoscaler is also important for resource monitoring etc. Sorry I'm quite new to clearml so I'm still trying to understand the architecture 🙈 . Although AWS Batch has its own queue system too which it uses to allocate jobs on training instances but its not customizable