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Academic Integrity in the Age of AI: The Right Balance Between Detection and Human Review

Artificial intelligence has entered classrooms, lecture halls, online courses, and student study routines faster than most institutions expected. A few years ago, students mainly used search engines, online libraries, and grammar tools to complete their work. Today, they can ask AI platforms to explain a topic, generate outlines, rewrite paragraphs, summarize research, or even produce a complete assignment within minutes.

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Academic Integrity in the Age of AI: The Right Balance Between Detection and Human Review

Why it matters: Latency changes affect UX and cost envelopes. Revalidate timeout budgets and route-level fallbacks.

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