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Transforming Doodles into Code: My Journey with AI, Python, and Stable Diffusion | By Muhammad Umar | July 2025

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I Built an AI That Turns Doodles into Code Using Python and Stable Diffusion — Here’s How | by Muhammad Umar | Jul, 2025

Not every app idea begins with detailed documentation or polished designs; sometimes, it starts as a rough sketch on a napkin. What if you could transform that hasty doodle into functioning HTML/CSS code? This concept explores automating the workflow, converting hand-drawn wireframes into structured front-end code. Utilizing tools like Python and Stable Diffusion, it’s possible to turn messy visual inputs into usable outputs. In this article, I share the journey of creating this process, highlighting its significance for solo developers and early-stage founders. By focusing on automating repetitive tasks, particularly the transition from low-fidelity UI sketches to actual code, we can significantly streamline the development process. Here’s a step-by-step guide on how you can implement this workflow, making it easier to bring your creative ideas to life. Embrace the future of development, where sketching becomes seamless coding!

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