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Restoring Academic Due Process: How We Built Margin with Next.js 16 and Clocked AI

This story is from 2026-10-22. It is preserved in the archive; the latest stories are on the live feed.

"An 87% AI probability score is not evidence. It is an expulsion notice without due process." In the age of large language models (LLMs), universities face an academic integrity crisis. Commercial AI detectors produce opaque, probabilistic verdicts that can disproportionately affect non-native Engl…

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  1. 2026-10-22 12:35 · DEV Community — AI
    Restoring Academic Due Process: How We Built Margin with Next.js 16 and Clocked AI

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