The Loop Changes Everything: Why Embodied AI Breaks Current Alignment Approaches

Chat models are stateless and safe by architecture. Embodied robots need persistent loops, memory, and self-models - and that’s where alignment gets genuinely hard.

December 22, 2025 · 6 min · Eugene Oleinik