A Better Lesson: Staying on the Right Side of Scale
Rising compute and AI capability do not erode all investments equally. They tend to erode work that hand-encodes particular solutions, and they tend to reward work that makes solutions checkable. We propose four principles for staying on the right side of scale: build on what scales, anchor in ground truth, make knowledge legible, and reserve people for judgment.







