Swarms is the result of months of work where I have spent time tuning my memories, skills, and creating prompts which create consistent results when using agent teams.

I originally put this in a plugin to share it with co-workers, friends, and family so that they could achieve similar results to what I was achieving without having to learn all the different whack-a-mole strategies to keep Claude in check.

This was especially helpful over the last week where making some surgical changes allowed me to maintain quality.

Interestingly, with Opus 4.7, I am seeing some degradation in the initial quality of code that the main agent produces, but by the time it goes through the process which has been defined in this structure, it does result in a shape which I've come to expect.

It does especially well with the review cycles and the quality of writing that it can produce.