I don't think that real-time, superhuman AI performance is ever gonna happen with <1b parameter models.
Biology had a lot of time, attempts and pressure to make this work but even the most optimized lines (something like a magpie) need more complexity (almost a billion neurons) to get a fraction of superhuman intelligence.
Results with small artificial neural nets are very limited so far, too.