Calvin has spent over a decade building and running cloud and data platforms inside financial services organisations where the cost of failure is regulatory, not just operational. He bootstrapped AWS cloud programs at two of the world's most regulated banks, building account design, networking, security, and migration pipelines from the ground up and built enterprise-scale data platforms that continue to operate in production today. Calvin works on the Agentic Control Plane.