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How much more creative could models be by default? We asked frontier and open-weight models to design a landing page with “unique personality and taste” three separate times using the same business brief and images It almost looks like we got the same site
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Interestingly, Haiku 5.5 shows some surprising variety across three takes on this travel booking site

Text-to-image models show more visual variety on the same task but the results have their own flaws

At Fieldwork, we’re working to measure design variety so we can improve it Designers already push well beyond these defaults with better prompting, skills like @impeccable_ai, and tools like @withgraphical Still, it’s striking how often different models arrive at a very similar solution All outputs and methodology: Text-to-image results:

try this: ask it to map words to a random number generator. Then have each agent use the generator to make 50 random words and write those out before making the website. Then run the experiment. Surprisingly good hack that works for more diversity in design outputs.

injecting entropy is a really reasonable solution here and I'd assume some of the variety we saw with haiku 5.5 may be the harness doing that by default

I do think it's very prompt- and use-case-sensitive. I've been able to get a lot of variation with Opus 5.5 when I specifically ask for it. Rarely on the first shot, though.

Why is it that every model chooses to use tiny subhead text above everything?

1 year ago: purple gradients today: eyebrow headers 6 months from now: ?

Super interesting. This is a space I am playing in at the moment. Trying out different sets of briefs, assets etc to learn where the models shift from default to more creative thinking.

Feel free to play around with our prompts and assets: These are pretty shallow scenarios but still interesting to see nascent variety with recent models (Haiku 5.5, Astra)

Will do.

A fascinating look at how much creative diversity models still lack

Three unique personalities, one shared wardrobe 😅



