DeepInfer's speculative decoding scheme first estimates the probability of each guess being accepted, tilts the verification budget toward more promising ones, and dynamic verification reduces the number of checks per step by about 30% while the average accepted length stays basically unchanged, raising online throughput by 6%; as the sequence count increases from 16 to 96, the gain climbs from negative 1.5% all the way to 11%.