This is cool and I understand the RAM emulation with gated attention but how does the CPU emulation wor? You add layers that are then trained to predict outputs while interpreting RISC instructions?

I think they describe the CPU using the weights? I mean in some sense a CPU can be viewed as just a function, right?

At each cycle, a cpu is a simple function from the previous state to the next state.