Modular Design

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Modular design breaks a model into smaller parts, each responsible for a specific role. Instead of forcing one large system to learn everything at once, the model relies on specialized components that can be selected or combined depending on the input. This makes complex problems easier to manage, since the system can reuse the same pieces across different situations rather than relearning similar behavior repeatedly.

When done well, this approach makes systems easier to maintain and evolve. Teams can update or retrain one component without rebuilding the entire model, and some designs scale more efficiently by activating only the parts that are needed. The challenge lies in coordination. Modules need clear boundaries and stable ways to work together, otherwise the system can become unreliable or develop weak specializations.

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