SpatialClaw: Give the VLM a Geometry Notebook

SpatialClaw is an NVIDIA spatial reasoning agent that uses Python-based code generation to perform 3D spatial reasoning, achieving +13.6 average improvement across 20 benchmarks with open vision-language models. The approach advances how embodied agents reason about 3D structure and spatial relationships without task-specific fine-tuning. In this episode of Embodied AI 101, we explore "SpatialClaw: Give the VLM a Geometry Notebook". We break down the research, methodology, and real-world implications for robotics, AI, and physical intelligence. Embodied AI 101 covers the latest research at the intersection of AI and physical intelligence — robotics, manipulation, world models, and the path from digital intelligence to embodied agents.