
J. Deleon expanded cloud storage capabilities in both the cvat-ai/cvat and mlflow/mlflow repositories by integrating Backblaze B2 as an S3-compatible storage backend. In CVAT, Deleon focused on technical documentation, enabling users to leverage Backblaze B2 for cost-effective, multi-cloud annotation data storage, and provided onboarding guidance for future backend integration. For MLflow, Deleon implemented backend development in Python to support artifact storage directly in Backblaze B2, introducing the b2:// artifact repository and enhancing artifact management flexibility. The work demonstrated depth in cloud storage integration, technical writing, and unit testing, addressing vendor lock-in and improving data accessibility for users.
February 2026 — mlflow/mlflow: Delivered Backblaze B2 artifact storage support, expanding MLflow's artifact backend options and enabling storage and management of artifacts in Backblaze B2 Cloud Storage. The feature introduces the b2:// artifact repository, enhancing data durability, reducing vendor lock-in, and supporting multi-cloud workflows. Overall impact includes broader storage flexibility for ML artifacts, improved artifact management experience, and readiness for additional cloud-provider integrations. Technologies and skills demonstrated include cloud storage integration, artifact storage backends, and commit-based traceability in an open-source project.
February 2026 — mlflow/mlflow: Delivered Backblaze B2 artifact storage support, expanding MLflow's artifact backend options and enabling storage and management of artifacts in Backblaze B2 Cloud Storage. The feature introduces the b2:// artifact repository, enhancing data durability, reducing vendor lock-in, and supporting multi-cloud workflows. Overall impact includes broader storage flexibility for ML artifacts, improved artifact management experience, and readiness for additional cloud-provider integrations. Technologies and skills demonstrated include cloud storage integration, artifact storage backends, and commit-based traceability in an open-source project.
CVAT — 2025-11: Delivered documentation to enable Backblaze B2 as an S3-compatible storage option, expanding CVAT’s cloud storage choices and enabling cost-effective multi-cloud storage for annotation data. The work focused on documentation and readiness for future backend integrations. No major bugs fixed this month; primary effort centered on storage options and user onboarding guidance. Impact: provides users with cheaper, flexible storage options (Backblaze B2 cited as up to 5x cheaper than traditional options) and high-throughput potential with B2 Overdrive (1 TB throughput and free egress), improving total cost of ownership and data accessibility. Technologies/skills demonstrated: technical writing, cloud storage concepts, S3-compatible APIs, CVAT documentation standards, and cross-team collaboration.
CVAT — 2025-11: Delivered documentation to enable Backblaze B2 as an S3-compatible storage option, expanding CVAT’s cloud storage choices and enabling cost-effective multi-cloud storage for annotation data. The work focused on documentation and readiness for future backend integrations. No major bugs fixed this month; primary effort centered on storage options and user onboarding guidance. Impact: provides users with cheaper, flexible storage options (Backblaze B2 cited as up to 5x cheaper than traditional options) and high-throughput potential with B2 Overdrive (1 TB throughput and free egress), improving total cost of ownership and data accessibility. Technologies/skills demonstrated: technical writing, cloud storage concepts, S3-compatible APIs, CVAT documentation standards, and cross-team collaboration.

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