A lighthouse edge box must cut the number of bits used for each arithmetic value so the chip stays cooler, cheaper, and less hungry for bandwidth. Which hardware trait is that?

Cutting the bits used for each arithmetic value is low-precision arithmetic, or quantization. Fewer bits buy speed, power, cost, and bandwidth on the lighthouse edge box. That is not a new algorithm family and not a cluster-sizing task.