@karolherbst there's no argument there the project as a whole needs improvements on a lot of things. But as for needing beefy's gpus I wouldn't say it's needed for all cases you can and I have run smaller models on CPU alone with just AVX acceleration on llama.cpp. but as for whisper.cpp the last time I tried it with cpu alone it wasn't at all usable