Post Score Normalization Framework

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Normalize quality scoring across formats and reviewers. Produces consistent QA judgments for threads, singles, and captions. Built to produce implementation-ready outputs with explicit priorities, constraints, and measurable checkpoints. Improves conversion clarity with explicit constraints, prioritized actions, and measurable execution checkpoints.