Apples UICoder AI project outperforms GPT-5 in UI code generation by using targeted expert feedback rather than mass data A team fine tuned a midsized Qwen3 Coder model with 181 high quality expert sketches and annotiations achieving superior app interface results This underscores the value of precise expert guidance in AI training for subjective fields like design





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