This environment includes Kubernetes clusters in Google Kubernetes Engine, Terraform CDK, GitLab pipelines, Hashicorp Vault, service design using gRPC, REST/OpenAPI and GraphQL, front-end architecture with React and TypeScript, backend patterns including Go, C#, and Python, Google BigQuery, Dataflow, Google PubSub, Redis, Cloud SQL Postgres, DataDog, Apigee, and AI/ML platforms including Vertex AI, OpenAI, SageMaker, and Azure ML. • Fluency applying AI across the architecture and engineering lifecycle, including hands-on familiarity with AI coding agents such as Claude Code, Cursor, and Copilot, along with the judgment to govern their responsible use.