Operations that keep you shipping

Fast, repeatable CI/CD

Good operations means knowing every experiment, model, and feature can move from idea to production reliably. I build pipelines that make speed safe.

• Dagger-based repeatable CI/CD pipelines
• GitOps and Kubernetes deployment automation
• Model versioning, A/B testing, and rollback playbooks

MLOps that stays out of the way

Great operations should feel invisible. I design MLOps workflows that let researchers and engineers focus on models and features while the infrastructure handles the rest.

• Training and inference monitoring
• Data drift, model drift, and alerting
• Cost-aware scheduling and autoscaling

Security-first operations

Every pipeline I build includes security by default: minimal attack surfaces, secrets management, signed artifacts, and audit trails. Fast delivery should never mean careless delivery.