Power sampling no longer takes one step per call: prefetching the accept/reject subtree cuts PowerMH time by a median 1.71×
PowerMH must decide each accept/reject before it can generate the next proposal; PreSTO prefetches several future proposals in one batched call, giving a median 1.71× speedup over PowerMH across seven datasets and five base LLMs while leaving its transition kernel unchanged.