HuGo: Berkeley Team's LLM-Designed Humanoid Whole-Body Policy Paper Spotlit at CoRL 2026

m_wulfmeier · x · 2026-11-10

mwulfmeier congratulates collaborator Negar Mehr on a CoRL 2026 early-career spotlight (Berkeley AI). The conference slide shows their joint paper HuGo: "LLMs as Whole-Body Policy Code Designers for Humanoid Loco-Manipulation" (arXiv 2609.32108, authors include Seoyeon Choi et al.).

The approach uses a high-level "Coach Policy Code" module that maps observations to high-level actions driving a frozen low-level whole-body policy, effectively coaching existing humanoid skills onto new tasks — with LLMs acting as designers of the policy code.

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