Encord begins 2023 with significant updates to its DICOM tool, aimed at enhancing the annotation and machine learning experience for its partners. Key improvements include a metadata viewer for better annotation context, task management by study for more efficient workflow, and customizable hanging protocols to streamline data viewing. The tool also introduces the ability to annotate in arranged view windows, with plans for further enhancements. Workflow improvements include adjustable benchmark scoring metrics and enhancements to the label editor, such as gamma correction and improved ontology management. Additionally, a new parameter aids in managing large data uploads by skipping duplicates, ensuring smoother operations despite network issues. These updates reflect Encord's commitment to advancing its tools' power and versatility, with further enhancements in workflow management and collaboration anticipated in the coming year.