How I got here.
The non-linear path.
Before tech, I taught. This wasn't a detour. Every cross-team knowledge transfer, every AWS onboarding program I built, every VP briefing I simplified — this background is in all of it. Teaching forces you to find the explanation that actually lands, not the one that sounds impressive.
Joined a Java high-availability trading platform. Sprint completion was erratic. I took on the Scrum Master role alongside engineering, introduced explicit dependency mapping at planning, and built a blocker escalation protocol. Sprint completion improved 39% across 3 releases.
Built predictive models on clinical health data, medical image classification with CNNs for cancer detection, and transaction fraud detection at scale.
Started writing production code. Built the consensus algorithm, the health analytics platform, the cryptographic authentication system. Then grew into owning programs at a scale where writing code became one tool among many. Sole TPM on the $4.4B New Zealand region build. FedRAMP program for 3 years, zero breaches. Founded RedSkull, built Friday Recap, wrote the Tampermonkey tracker. Programs I built now run regions I will never manage. That's the goal.