Wouldn't the next phase of this be automatic handoffs executed with hooks?

Your system is great and I do similar, my problem is I have a bunch of sessions and forget to 'handoff'.

The clawbots handle this automatically with journals to save knowledge/memory.

when work on task i have task/{name}.md that write a running log to. is this not a common workflow?