As AI systems grow complex, developers often find their codebases drowning in scattered logic and messy prompts. We explore how adapting classic design patterns like Chain of Responsibility and Strategy can turn chaotic scripts into modular, production-ready agent pipelines. The secret lies in decoupling the model's personality from its execution logic, but most developers skip the essential step of structured observability.