“Most core banking code holds twenty years of business rules nobody wrote down. I pull those rules out and turn them into something an agent can follow and an auditor can read.”

“A pilot runs on clean sample data. Production runs on real customer files with missing fields and edge cases, and that’s where I spend my time.”

“I judge an engagement by what happens after I leave. If your team can extend what we built without calling us, it went well.”

“Every model output in a regulated workflow needs a trail: what data it used, which version ran, who approved it. I build that in from the first sprint.”

“Before I design anything, I sit with the people doing the work. In financial services, the real process is usually quite different than the documented one.”