Apache Airflow 3.1 is set to release soon, featuring significant updates such as Human-in-the-Loop integration for workflows requiring human approval, a new React plugin system for customization, and various quality of life improvements in the UI. The release also includes internationalization support, making it more accessible for global teams. Users are excited about the potential of these enhancements to improve data orchestration processes.