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Embodied AI 101

Episode 29: BFM-Zero: Unsupervised RL for Humanoid Control with a Shared Latent Skill Space

12 Nov 2025

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## Introduction Building generalist robot controllers that can perform many tasks on demand is a major goal in vision-language-action (VLA) models and robotics. **BFM-Zero** (Behavioral Foundation Model โ€“ Zero) is a recent framework tackling this by training a **single humanoid policy** that can be _prompted_ to execute diverse skills without retraining. Unlike traditional approaches that rely on carefully crafted task rewards or behavior cloning from demonstrations, BFM-Zero uses **unsupe...

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