In 2025-04, delivered a focused update to the Airflow-based ML training workflow within ministryofjustice/analytical-platform-airflow. Key changes include switching the MLops training repo source, upgrading the MLOps training images through versions 1.1.3, 1.1.4, and 1.1.6, and enhancing security and data access by enabling explicit MLflow credentials as secrets and granting write access to a new MLflow development S3 path. The workflow was updated to reference the new MLflow bucket/s3 path, increasing reliability and developer productivity for ML experimentation and staging-to-production handoffs. Impact: improved pipeline stability, faster adoption of ML updates, and stronger security/posture for ML artifacts.

March 2025 summary for moj-analytical-services/user-guidance focused on elevating documentation quality and visual clarity for Airflow-related workflows. Delivered two documentation-focused features with explicit scope and impact. Prepared groundwork for streamlined onboarding and reference usage that aligns with platform capabilities and release processes.

February 2025 monthly summary for ministryofjustice/analytical-platform-airflow. Focused on delivering a feature to enhance the MLOps training pipeline and prepare deployment readiness, with an emphasis on reproducibility, security, and testability.

Concise monthly summary for 2024-11 for the moj-analytical-services/user-guidance repository, highlighting a targeted documentation-focused delivery and its business impact.