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Low-level design (LLD) in a GitHub-like system involves defining detailed class structures and interactions. It uses design patterns like Singleton, Factory, Observer, and Facade to create maintainable, scalable, and efficient code. LLD translates high-level concepts into concrete implementations, ensuring robust & functional repository management.