Checkout NIL-3B our opensource quantized sovereign models with capacity to run on minimum 3gb RAM and execute at 13 - 15ms. Also able to parse through low resource African languages.
NIL-3B was trained on the best language datasets on the web and is able to cover upto 32 African languages (more rolling out)