A technical article on Kolibri, Aleph Alpha's sovereign language model, examining architectural trade-offs in autoregressive models including parameter allocation, FLOPs scaling, and sequence-mixer state. The piece provides an interactive tool for configuring and comparing model architectures against recent open-weight releases.