Seamless scaling from single-layer API queries on laptops to running multi-GPU localized node swarms on Linux desktops.
Multiplexing inference streams produces a massive explosion of text space consumption. If you spin up 5 models across multiple providers, displaying them on a standard 13-inch screen collapses quickly.
We bypassed standard 16-column grids in favor of adaptive sideways flex containers (Snap scroll). On smaller devices, each model card expands horizontally, and you can physically swipe between the inferences as they stream, instead of reading microscopic fonts.