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Training, fine-tuning and prompting are three different tools
Training, fine-tuning and prompting are three different tools
04/09/2026 — [email protected]

Teams reach for fine-tuning when they need context, and for prompting when they need behaviour. Knowing which problem ea...

What an AI agent can actually do with a design system
What an AI agent can actually do with a design system
13/08/2026 — [email protected]

Given a real design system, a model stops inventing interfaces and starts assembling them. The difference is not the mod...

Design tokens are the interface AI needs
Design tokens are the interface AI needs
11/08/2026 — [email protected]

A token that only names a hex value has saved you nothing. A token that names a job tells a model which decision it is m...

Generating layouts that respect a grid
Generating layouts that respect a grid
09/08/2026 — [email protected]

Generated layouts usually look almost right, and "almost" is where the eye catches. Most of the fix is stating the rules...

Why component names matter more with AI in the loop
Why component names matter more with AI in the loop
07/08/2026 — [email protected]

A human reads a bad component name and opens the file. A model reads it and guesses. Naming quietly became an interface...

Reviewing AI-generated UI: a checklist
Reviewing AI-generated UI: a checklist
05/08/2026 — [email protected]

Generated interfaces fail in a predictable set of places. Knowing which ones turns review from a vague unease into a lis...