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2.6.1. Transparency and Maintainability

A transparent system is easier to debug and understand. When developers can trace data flow, state changes, and decision logic through structured logs and metrics, they can diagnose deficiencies and assess the effects of changes with greater speed and accuracy. This directly supports the system's maintainability across its lifecycle.