Driving the next frontier of transportation within TaskUs’ Autonomous Mobility division, I spearhead strategic initiatives that bridge the gap between advanced AI architectures and real world operational safety. With a focus on the commercialization phase of AV technology, I lead the development of scalable, end to end support ecosystems; ranging from high-fidelity data annotation to real time Remote Assistance (RA) and human-in-the-loop (HITL) interventions. Backed by over a decade of experience in deep tech operations, I have a proven track record of helping AV and robotics providers navigate the complexities of market entry and regulatory readiness. My work centers on operational resilience: ensuring that as autonomous fleets scale globally, they remain anchored by rigorous safety standards and optimized by the latest breakthroughs in machine learning and synthetic data.