Sim2Schedule introduces a simulator-guided Large Language Model framework for autonomous scheduling in open-pit mining, effectively addressing the limitations of traditional Mixed-Integer Linear Programming. The new approach achieves near-optimal economic returns while significantly improving computational efficiency, making it a viable alternative for complex industrial scheduling.