Why an Ensemble Approach is Needed to Develop Physical AI for Powering Robots in Manufacturing Applications

Recently, Physical AI has seen increasing interest in end-to-end monolithic architectures, where a single model is trained to handle perception, reasoning, planning, and control. While this approach has shown promise in domains with large amounts of data such as autonomous driving and relatively consistent operating conditions, its applicability to manufacturing remains an open question. High-mix […]