Explore the latest updates from the AutoML and Training Working Groups in this informative conference talk. Gain insights into Katib's 2024 roadmap, including V1 APIs graduation, advanced parameter distribution support, and large language model tuning capabilities. Discover the future of Training Operator, featuring LLM API support via Python SDK, advanced suspend semantics, and indexed job support. Learn about the Kubernetes-native AutoML features and scalable distributed training solutions offered by Kubeflow, empowering machine learning practitioners and researchers in cloud-native environments.