Tissue engineering is an interdisciplinary field that applies the principles of engineering and life sciences toward the development of biological substitutes that help restore, maintain, or improve tissue function or a whole organ. Tissue engineered constructs are typically composed of various combinations of exogenous signaling molecules and cells delivered in biodegradable scaffolds. Numerous robotic-related technologies can be applied in the development and deployment of these constructs. Working closely with collaborators from the life sciences and engineering, I am developing several of these technologies, including: digital fabrication using bioprinting; computer vision-based cell tracking; biodegradable electronics; bioMEMS; and, machine learning for guiding experimental design. While these toolsets are generic, our current focus is on applying them to musculoskeletal tissue regeneration.