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The frustrating moments when authentic human creativity is mistaken for machine mimicry. With contextual analysis, multilingual adaptability, and refined probability scoring, it creates a balance between vigilance and fairness. This ensures that honest students aren’t unfairly penalized while maintaining a firm stance against plagiarism and ghostwriting through AI. In classrooms, this technology becomes less of a disciplinary tool and more of a compass pointing toward integrity.