Before starting Tropic, I had spent over 17 years working in technology across Australia and Singapore, including leadership roles in regulated and operationally complex industries. My experience covered product development, engineering, security,
compliance, and large-scale digital transformation.
Over the last six years, my work focused heavily on digitising manual processes and building production-grade AI systems for SME
accounting and financial operations. That included automating
document processing, improving data accuracy, integrating with legacy systems, and designing controls suitable for customer and regulatory environments.
This background shaped how I approached Tropic. I was not starting from scratch or experimenting with agents purely as a technical
exercise. I had already seen how difficult it is to move automation from prototype to production, especially when reliability, permissions, auditability, and human oversight matter. Tropic grew directly from those lessons and from the gap between impressive AI demos and systems businesses can actually trust and operate.