With 12 years of experience leading operations for global AI pioneers and data supply chains, I specialize in the intersection of human intelligence and process automation. My career has been dedicated to solving one primary challenge: How to scale high-precision data operations without compromising quality. From managing 200+ member teams to optimizing labeling pipelines for autonomous vehicle tech, I focus on identifying 'Ghost Points'—the hidden inefficiencies that stall growth. I am here to help founders and ops leaders build systems that are not just scalable, but self-healing.