Thanks! In fact yes, initially when we built this openclaw was not there yet. And after trying it was clear that I could adapt swarm to have a similar approach. I believe the self improvements part is really key.

Today I did the audio note test, it literally installed all needed and adapted its memory to use that whenever I send followup audio notes from Slack :D