The development of SHIFU redefines the nature of student research in SAIL. Individual student projects will no longer be isolated efforts but will become vital "plugins" for the SHIFU ecosystem. A student might develop a LabVIEW driver for a new sensor, write a Python script for a novel analysis, or design a new visualization component. Each completed project becomes a permanent and valuable module that expands the capability of the entire lab.
This framework provides a clear pathway for students to make meaningful contributions to a large, ambitious project, moving from simple components to co-authored publications. We invite collaboration from colleagues and students across disciplines. SHIFU is designed to be a living, growing platform, and its success will be measured by the quality of the science it enables and the skill of the Solution Architects it trains.
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