25Splitting bioactive proteins, such as enzymes or fluorescent reporters, into conditionally reconstituting 26 fragments is a powerful strategy for building tools to study and control biochemical systems. However, split 27 proteins often exhibit a high propensity to reconstitute even in the absence of the conditional trigger, which 28 limits their utility. Current approaches for tuning reconstitution propensity are laborious, context-specific, or 29 often ineffective. Here, we report a computational design-driven strategy that is grounded in fundamental 30 protein biophysics and which guides the experimental evaluation of a focused, sparse set of mutants-31 which vary in the degree of interfacial destabilization while preserving features such as stability and catalytic 32 activity-to identify an optimal functional window. We validate our method by solving two distinct split 33 protein design challenges, generating both broad insights and new technology platforms. This method will 34 streamline the generation and use of split protein systems for diverse applications. 35 36 KEYWORDS: synthetic biology, split proteins, computational protein design, protein engineering 37 38