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This article discusses the design and implementation of a vision-based automated robotic microinjection system for batch injection of zebrafish embryos and larvae. The system utilizes a novel visual recognition algorithm and microstructural agarose device to accurately identify and immobilize the samples, resulting in high success and survival rates. The system also offers versatility, efficiency, and stability compared to manual and existing microinjection systems.