Most teams are chasing a better model. I went the other way and built a better system around the model: a 21-role AI setup that persists context, plays defined roles, and pushes back when I'm avoiding the work. This is how it works, and why the scaffolding ended up mattering more than the model itself.

I'd planned to ship a homelab piece. Hit...