we first introduced AnyWarehouse, a scalable environment framework tailored for 3D warehouse with multi unmanned devices (e.g., drones, forklifts). Then we synthesized the dual-class task datasets for human-in-the-loop (HITL) scenarios with explicit task instructions and human-out-of-the-loop (HOTL) scenarios where LLMs autonomously derive tasks from environmental semantics.
