Liquid AI ships a DSpark drafter for vision models—and shows the limits of speculative decoding on edge

Liquid AI's new DSpark drafter speeds up LFM2.5-VL by up to 3x on device. But the bigger story is what it reveals about Amdahl's law in VLM inference: when prefill dominates, decode speedups matter less.