This I-Corps project is based on the development of a software system to enable intelligent and autonomous robots. Currently, industries such as construction, shipbuilding, aerospace, and energy often face inefficiencies, costly rework, and skilled labor shortages resulting in billions of dollars in annual losses and project delays. This technology introduces a mobile robotic platform equipped with laser-based augmented reality and artificial intelligence (AI)-driven task planning that may be used to transform digital blueprints into actionable on-site guidance. Workers may be able to follow millimeter-accurate projections rendered directly onto physical surfaces, reducing errors and eliminating the need for manual plan interpretation. The solution has the potential to provide substantial labor savings, faster project delivery, and improved safety compliance. Commercially, the system provides value across a range of industries by automating critical workflows and enabling less experienced workers with the ability to perform complex tasks with confidence. This I-Corps project utilizes experiential learning coupled with first-hand investigation of the industry ecosystem to assess the translation potential of a robotic AI agent designed to support precision layout, task execution, and in-situ inspection in dynamic, unstructured field environments. The system integrates four core innovations: a laser-ink spatial augmented reality (AR) module for millimeter-accurate, building