analytics, data sharing across environments, notebook-based collaboration, model training, model registry, and application development tools. Databricks also maintains several open-source projects, including Delta Lake, MLflow, and the DBRX large language model, and it continues to integrate AI-driven enhancements such as test-time adaptive model optimization.