AI RESEARCH

Act While Thinking: Accelerating LLM Agents via Pattern-Aware Speculative Tool Execution

arXiv CS.AI

ArXi:2603.18897v1 Announce Type: cross LLM-powered agents are emerging as a dominant paradigm for autonomous task solving. Unlike standard inference workloads, agents operate in a strictly serial "LLM-tool" loop, where the LLM must wait for external tool execution at every step. This execution model