I just wrote a long paragraph about about modifying anndata files vs saving "what's new" throughout the pipeline. This is a key concept of the existing implementation and probably relevant for many of your tasks. Feel free to have a look here With this I call it a day, thank you for all of your effort, I'm quite impressed by how quickly you all got a hang of it. Looking forward to merging some more PRs tomorrow!