Asynchronous draft run-ahead for hiding proposal latency
Investigate whether allowing the action draft to run ahead of the target can hide part of the proposing cost in speculative action rounds, thereby improving the latency of synchronous propose–verify–commit systems.
References
Proposing and verifying do not overlap, as in Sec. 3.1; a draft that ran ahead of the target could hide part of the proposing cost D, which we leave to future work.
— LEAP: Learning Efficient Action Proposals For LLM Agents
(2610.02670 - Xu et al., 2 Oct 2026) in Appendix C.1, “Assumptions”