SonarQube 10.7 introduces new capabilities such as AI Code Assurance for validating AI-generated code, early access to AI CodeFix for code issue resolution suggestions, and support for STIG and CASA security reports. Additionally, it offers Dart language rules for Flutter apps, enhanced PyTorch Library and Jupyter Notebooks analysis, advanced security for Spring Framework, and deployment on Red Hat OpenShift. These features aim to improve code quality, security compliance, and developer productivity.