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Design a complete content QA operating system with stage gates, scoring logic, and optimization loops for sustained quality improvement. Engineered as an operator-grade system output with sequencing logic, risk controls, and execution checkpoints. Signals system-level value with a phased workflow, diagnostic decision checkpoints, and measurable conversion controls.