Pinned

The Human Layer of AI
Why foundation models still break without human eyes.
Technical updates, case studies, and engineering notes on scaling high-precision human-in-the-loop data operations. Specializing in 3D LiDAR point cloud segmentation, 2D computer vision polygons, sensor fusion, and multi-turn RLHF alignment from Bayawan City, Philippines.