At Outlier, I evaluated AI model outputs for reasoning accuracy, task completion, and factual integrity. I provided structured feedback for supervised fine-tuning and reinforcement learning workflows, and identified edge cases and ambiguity patterns.
At CloudFactory, I prepared and quality-checked 2D/3D datasets for machine learning systems, including autonomous vehicle training data. At Remotasks, I worked on 3D cuboids, point cloud semantic segmentation, and LiDAR-camera fusion for autonomous driving perception systems.
