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This skill provides standardized architectural patterns for integrating the Groq SDK into enterprise-grade applications. It guides developers through implementing crucial design patterns like Singleton clients for resource optimization, multi-tenant factory patterns, and robust error handling wrappers. By automating the setup of retry logic with exponential backoff and runtime validation using tools like Zod, it ensures that Groq API integrations are resilient, type-safe, and conform to professional coding standards in both TypeScript and Python environments.