This blog post discusses the challenges and techniques involved in running advanced AI workloads on small, power-efficient devices, particularly focusing on the use of NVIDIA Jetson for robotics applications. It covers the integration of large language models (LLMs), vision-language models (VLMs), and foundation models, highlighting their relevance in robotics and edge AI.