Speculative Macro Commit for Faster Tool-Using Agents
arXiv:2609.03236v1 Announce Type: new Abstract: Toolusing LLM agents spend wallclock time not only on model inference but also in serial actionobservation turns, where each tool call, environment transition, and observation can delay subsequent decisions.