Autonomous improvement works best where success can be measured clearly, repeatedly, and cheaply enough to close the loop.

Rapid progress is tied to objective metrics and easy evaluation, while softer, harder-to-score domains remain uneven. The same principle explains both where systems become highly capable and why they stay jagged elsewhere. #