How should application layer be applied in a production system?

Model explicit use cases, validate input, coordinate transactions deliberately, and return application-oriented results. The implementation should be justified by measurable requirements, kept as simple as the problem allows, and validated with realistic tests, telemetry, failure handling, and documented tradeoffs.