Devscape Lets Developers Practice System Design With AI-Evaluated Feedback

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As AI tools make writing code faster and easier, the complexity of designing scalable, fault-tolerant systems remains a distinctly human challenge. A developer noticed that most system design learning is passive — watching others design systems feels intuitive, but attempting it independently proves far harder. To address this gap, they built Devscape, a platform where users design system architectures on a blank canvas by placing services, databases, caches, and connections. Rather than marking against a single correct answer, Devscape uses a rubric engine to evaluate whether a submitted architecture reasonably satisfies the given requirements and constraints. The tool is in early development, and the creator is actively seeking user feedback to refine the grading system.

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