If you generate first, you negotiate with whatever the model hands you. Set the reference in real...If you generate first, you negotiate with whatever the model hands you. Set the reference in real...
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If you generate first, you negotiate with whatever the model hands you. Set the reference in real photography, then generate against that bar. The tool matches your taste. It doesn't have any.
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Valentinus's avatar
Code generation carries the same tax. Take the first shape the model offers and every later change fights it, the cost just lands months down the line in a refactor. Feeding it a reference file of patterns I actually ship works better than describing what I want. Models fill in well and choose badly.
Gunes's avatar
Midjourney colors are lovely, thumbs up
Boluwatife's avatar
You nailed the overall mood here. The details just reinforce it nicely.
Timothy's avatar
This is insightful
Nawras's avatar
Such a lovely images! could you share the reference you used?
Sujon's avatar
Nice work
Louis's avatar
This is beautiful
Agu's avatar
They look so Crisp
اطياف's avatar
Hi Daniel! I’m new to Contra and I’m trying my best to start earning online because I’m currently in need of financial support. I would really appreciate it if you could share how you started earning on Contra and what steps you recommend for someone who is just starting out....
Tanaka's avatar
i created a tool with claude that extracts the core aesthetics from an image (lighting, colors etc) then it helps me draft a prompt
this helps me avoid creating a 1:1 copy and just focus on the aesthetics
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Ankit's avatar
This is such an important distinction. AI can generate quickly, but without a strong visual reference, you’re basically accepting the model’s default taste. Setting the bar with real photography gives the output a much clearer creative direction.
Hardik's avatar
Beautiful
Abdul's avatar
webixus logo
Spot on. Using real photography as a baseline grounds the generation in intentional art direction and lighting rather than relying on model randomness. Taste and curation are what make generative tools actually useful for high end work!
Tabish's avatar
Big agree. Having a real reference first keeps you in the driver's seat, otherwise you end up settling for whatever looks "good enough".
Aminu's avatar
This is beautiful... 😍
Nazar's avatar
Yasno Design Agency logo
reference first or you're just gambling with the model
Mostafa's avatar
Unbelievable man nice work 🎉❤️
Arif's avatar
This is a great example of why references matter so much with AI. The consistency across all four images is really impressive — especially the lighting and overall visual direction. 👏
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