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Designing synthetic datasets for the real world: Mechanism design and reasoning from first principles AI-generated synthetic neurons speed up brain mapping Towards developing future-ready skills with generative AI ConvApparel: Measuring and bridging the realism gap in user simulators Improving the academic workflow: Introducing two AI agents for better figures and peer review