Hongjin Lin

Dynamic layer-skipping fails on complex reasoning tasks because standard routers suffer from depth amnesia, but tracking execution history across layers lets Llama 3.1-8B bypass over a quarter of its parameters with zero performance loss.

Generative AI in systems design faces the same five challenges—no matter the layer—and surprisingly, the same five design principles keep emerging as solutions.