This project, smolmaxxing, unlocks the capability of devices like TVs and old phones by finding the biggest language model each device can run. It achieves this by customizing kernels, memory usage, and weight streaming on devices with limited resources. The results show that a 2B model runs faster than larger models on a Xiaomi TV Box S.