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Directed Generation: Why Designers Must Lead AI, Not Just Accept Its Output

By

Ideas powered by Invisible Machines

11d ago· 8 min readenOpinion

Summary

Jim Gulsen argues that designers who accept the "vibe coding" label are surrendering their professional authority. He contrasts passive "vibe coding" (loose descriptions, uncritical acceptance of AI output) with "directed generation" — a design-led approach where human judgment, references, and constraints come before the model responds. The piece positions directed generation as a framework for maintaining design leadership and authorship in an AI-assisted workflow, emphasizing that the real division is about who holds authority in the creative process.

Source

UX MagazineDirected Generation: Why Designers Must Lead AI, Not Just Accept Its Outputuxmag.com

Key quotes

· 5 pulled
Designers who don't push back on the 'vibe coding' label are giving up authorship of their own practice.
It was a term invented for passive generation and low accountability; it was never meant to be design leadership.
The real division is about who has authority—and in directed generation, judgment comes first.
'Vibe coding' is a useful description of a specific, low-accountability behavior. You describe something loosely, accept what the model generates, and don't concern yourself too much with understanding the output.
In directed generation, judgment comes first.
Snippet from the RSS feed
Designers who don’t push back on the “vibe coding” label are giving up authorship of their own practice. Jim Gulsen makes the case for directed generation—judgment, references, and constraints before the model responds.

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