Skill engineering and the case against one-shot AI design

This article discusses "skill engineering" as an approach to AI system design that emphasizes iterative development and refinement of AI capabilities, arguing against the "one-shot" design philosophy where systems are built to work correctly on the first attempt. The piece likely explores how practical AI development benefits from continuous testing, feedback loops, and incremental improvements rather than attempting to achieve perfect performance through initial specification alone.

Source: Latent Space | 2026-07-02