Automated Machine Learning (AutoML) continues to revolutionize how machine learning models are developed, making it accessible to practitioners with varying levels of expertise. In this workshop, we present the latest advancements in AutoGluon 1.2, an open-source AutoML toolkit developed by Amazon, which empowers users to achieve state-of-the-art performance across diverse machine learning tasks with minimal coding effort.