"For a long time, researchers in the fields of psychology and neuroscience have been interested in discovering ways to boost productivity in traditionally "healthy," "clinical," and "military" populations. However, one of the biggest challenges in reaching this objective is developing personalised performance phenotypes that can be used to build interventions that are specifically catered to each individuals needs. Impact: Thanks to AIs recent advancements, we can now create individualised training, preparation, and recovery plans that are tailored to each persons unique cognitive and biological profile. Concurrent AI advancements, especially in the psychological and neurological sciences, have demonstrated the importance of incorporating domain expertise and stakeholder inputs into the development of trustworthy AI. Value: This Patterns themed issue seeks original empirical work, literature reviews, and methodological papers that establish and validate precision artificial intelligence methods for human performance optimization, with a focus on modelling individual differences via state-of-the-art computational methods"--