Experience

Constrol

• Developed and optimized computer vision pipelines from pre-processing to inference, transforming architectural blueprints into 3D models.
• Managed the full data lifecycle, including dataset preparation and technical oversight of annotation platforms, ensuring high-fidelity ground truth for model training.
• Built interactive UI demos to showcase product capabilities to stakeholders.
• Improved pipeline performance by parallelizing workloads, replacing bottleneck Python routines with inline C extensions, and migrating to GPU-accelerated libraries that fully utilized available hardware.
• Acted as the primary owner for a critical product vertical, coordinating closely with civil engineers and annotators to bridge the gap between technical AI constraints and real-world engineering requirements.