TL;DR: This work introduces a hierarchical and modular vision-language architecture for multi-step humanoid manipulation tasks. Specifically, we leverage vision-language models (VLMs) for high-level planning and action-chunking transformer (ACT) and whole-body RL for mid and low-level control.