Argo CD v3.1 introduces several new features including OCI support for configuration artifacts, enhanced Hydrator capabilities, and improvements to the UI for scaling Kubernetes resources. This release also includes numerous security and bug fixes, as well as updates to dependencies and platforms. Users are encouraged to try out the new features and provide feedback.