Design feedback loops keep AI agents aligned when design systems run out
A tight visual feedback loop between you and a coding agent may beat trying to write a design system precise enough to cover every layout variant.


Agent failures reveal the design flaws users hide
Run an agent through your own flows and the ambiguous labels and hover-only menus your users have learned to tolerate will surface immediately.

Swiss Post Sans three years to disappear
A typeface built to stay invisible across four languages and every diacritic is a masterclass in systemic constraint-solving you can point to when a client questions why 'boring' typography is actually the hard part.
AI determinismis a design problem, not a tech one
Non-deterministic outputs mean the real design job shifts to deciding exactly where an AI workflow must stay predictable and where a human needs a visible override.
Desigma is an offline-first Rust design tool
A native, offline-first Rust design tool that imports Figma files is worth a look if you want to know what you'd gain or lose by owning your files locally.
EV branding converges into commodity

Koto's data on EV brand sameness is a concrete case for when you're advising a client that their category has commoditized and positioning, not features, is the only lever left.
Toyto's identity applies Swiss Style and Bauhaus restraint to children's toys
Odd Works' Rams-inflected identity for a toy brand shows how borrowing restraint from an unrelated category can signal quality where the market expects visual noise.

Nothing's Charlie Smith returns personality to tech design after Apple's minimalism
Nothing's brand chief makes the opposite case to your usual instincts — that minimalism can curdle into blandness — worth holding against your own restraint-first defaults.
Design feedback loops keep AI agents aligned when design systems run out
A tight visual feedback loop between you and a coding agent may beat trying to write a design system precise enough to cover every layout variant.

Pick one screen in your product, have an AI agent attempt the task cold, and note exactly where it hesitates or guesses wrong — that's your undocumented judgment made visible.