Onboarding.role.roles. Executive & Expert @Business and AI

I approach AI with a strategic, long-horizon mindset. Rather than treating it as a tool for incremental efficiency, I see AI as a structural shift in how value is created, knowledge is distributed, and decisions are made. My focus is on translating this shift into practical operating models — ones that increase access, resilience, and human leverage instead of reinforcing existing asymmetries. That’s why I’m drawn to communities like Manus Academy that prioritize depth, education, and responsible real-world application over short-lived experimentation.