$ I did not set out to build a career at the intersection of marketing, operations, and AI systems. What started as growth work kept pulling me toward the harder layer underneath: the workflow, the operating model, the approval path, the structure that decides whether something scales or breaks under pressure. That pattern followed me everywhere. In enterprise banking, I rebuilt compliant content and advisor enablement systems that Legal and Compliance could trust. In startup and independent work, I built distribution engines, content systems, and growth loops without the safety net of a big team or paid spend.

What I want next is ownership of marketing AI and operations: building the systems a serious team runs on, and getting them adopted in a way that survives compliance, scale, and real usage. The through-line has never been volume for its own sake. It has been taking ambiguous work, finding the pressure points, and building structure people can trust.