Simulation-in-the-Reasoning (SiR): A Conceptual Framework for Empirically Grounded AI in Autonomous Transportation

Researchers propose Simulation-in-the-Reasoning (SiR), a framework that embeds domain-specific simulators into Large Language Model reasoning processes for autonomous transportation systems. The approach transforms LLM reasoning from hypothetical text generation into empirically-grounded, falsifiable hypothesis testing through executable simulation experiments.