AI + emerging systems

01 / The premise

Begin with the shape of the problem.

Emerging technology is most useful when the novelty recedes and the system becomes understandable. The work is less about adding an AI feature than designing the boundaries, context, feedback, and controls that make intelligent behavior trustworthy in practice.

02 / How the engagement works

1. Model context, permissions, and failure states as first-class parts of the experience.
2. Prototype uncertain technical behavior early and make it visible to the people evaluating it.
3. Prefer composable, local-first, and inspectable systems where they create genuine leverage.