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Case Study: Using Codebuddy to develop the Baozi Ten Minus One mini-program; what to do when AI-generated images don't match the reference images?

I'm asking for advice. I developed a mini-program using CodeBuddy and designed the images myself. I provided these designs to CodeBuddy, but the generated output didn't match my reference images at all. I tried models like Hy3, Hy4, and DeepSeek4, but none worked.

Contributor: Simple Street2026.10.21
Summary

Review the results before exploring further

I'm asking for advice. I developed a mini-program using CodeBuddy and designed the images myself. I provided these designs to CodeBuddy, but the generated output didn't match my reference images at all. I tried models like Hy3, Hy4, and DeepSeek4, but none worked. How can I get the AI to install or use the image designs I provided? Or is my command incorrect? My command was: 'How did it get worse than before? The generated images don't match what I provided at all. Change the background of the board. The main background should be a large steamer bun, and the numbers need a lively buns background to look vivid and realistic. Regenerate the layout based on each level's arrangement (3...

Our Take

Three things to consider about this case

Why it matters
First, run a small, verifiable task, recording the outcome, manual modifications, and maintenance effort.
Who it suits
Suitable for reference by those who already have similar needs and can verify effectiveness through small tasks.
What to check first
The achievements mentioned in the summary belong to the author's self-report; distinguish between revenue and profit, and consider costs, man-hours, and reproduction conditions.
Our Suggestions / Try This
Who it suits
Individuals who need to process images and assets
What to try first
Run the processing workflow using one piece of real material and compare the effects before and after processing.
What to measure
Check clarity, text accuracy, and whether results can be directly used for actual tasks.
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What should you ask before trying this?

  • What specific need does this practice solve for you?
  • How should the minimum viable test be accepted, and how much time needs to be invested?
  • Which steps still require human processing and continuous maintenance?
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