SPORK: Self-Speculative Forking to Accelerate Agentic LLM Inference

Huajun Bai, Weiwei Lv, Huichuan Zheng +2

LLM agents are becoming a common interface for research, coding, and question answering, yet their Thought-Action-Observation loop is often serial: the model reasons, emits a tool…