The story behind the work
Traditional finance runs on effort. Hundreds of hours every month — manually matching transactions, chasing discrepancies, copy-pasting between sheets, re-running the same reports. I lived that world. And I refused to accept it as the only way.
I started asking: what if the system did the work? That curiosity pushed me into Python, SQL, AI Studio, and automation workflows. I started replacing entire manual processes with scripts that run overnight, flag anomalies automatically, and deliver clean reports by morning.
What used to take a team half a day now runs in minutes. That's the transformation I bring.