Where AI Moats Begin: Own the Labeling Assembly Line to Win
What Changed and Why It Matters Manufacturing tells the story first. Assembly lines went from linear to learning. Cameras, sensors, and AI now monitor, label, and correct in real time.…
Owning labeling ops: the quiet chokepoint in AI model training
What Changed and Why It Matters The center of gravity in AI has shifted from models to data operations. Simple, task-based labeling is fading. What replaces it is model-in-the-loop workflows,…