Every system I build starts the same way: understand the operation before touching a tool. My background is in enterprise infrastructure — environments where uptime and reliability aren't optional — and that instinct now shows up in how I design automation: built to actually run, not just demo well.
Today I build AI and automation systems full-time for a live business — payment tracking, commission automation, ticketing, AI-driven messaging — real systems in daily production use, not practice projects. Alongside that, I take on a limited number of outside projects for businesses with the same kind of manual bottlenecks.