Pretty much goal + task + dependency infrastructure to help avoid drift during long runs, especially across compaction boundaries. I have spent a lot of time doing automation with models at various strengths including some of the early open-weights models (Llama, Mistral, etc) so I have a pretty good feel for how to steer productively, there isn't any deep magic just scaffolding built out of reading a lot of traces and debugging stuck agents.