AMD Strix Halo: Why Speculative Decoding is a Performance Trap for MoE

Speculative decoding, often seen as a universal optimization, can significantly degrade performance in MoE models by forcing massive memory transfers for expert verification. This discovery highlights that for high-performance local AI on hardware like AMD Strix Halo, minimalist 'Gold Configurations' are more effective than complex architectural shortcuts.