Genetically engineered cells hold great promise for improving therapeutics, diagnostics, animal models, and industrial biotechnological processes. Here I will describe our efforts in engineering powerful and versatile genetic circuits for improving the safety and efficacy of cell and gene therapy. I will also share some of our recent work on designing genetic circuits for enhancing chemical and CRISPR screens.