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To write production code with TDD, use red-green-refactor for application code and infrastructure, enforcing repository conventions for NestJS, Next.js, TypeScript, and Terraform. This ensures changes align with existing project standards and deliver reliable results.

The best way to update Terraform infrastructure is by applying pinned declarative infrastructure changes alongside TDD. This enforces repository conventions, ensuring safe production changes that align with existing deployment patterns and infrastructure rules.

Yes, this approach supports typed configuration access and explicit validation for backend services. It enforces thin controllers and repository conventions, ensuring production-ready code changes that reduce bugs and inconsistent implementation patterns.

Yes, you can use test-first implementation for both frontend features and infrastructure as code. The red-green-refactor cycle applies to application code, infrastructure, and bug fixes, ensuring all changes meet production quality and repository standards.

AI-generated code drifts from TypeScript project conventions when it lacks enforced rules for typed configuration, thin controllers, and explicit validation. Applying TDD with strict repository convention fidelity ensures production-ready code without inconsistent implementation patterns.