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Who Gets Flagged? When AI Detectors Learn Our Biases

Classroom. A student submits an essay. A detector returns a score. Someone in authority reads that score as evidence. The student now has to prove that their own words are, in fact, their own. This is the point where AI-text detection stops being a technical widget and becomes an institutional decision system. The question is no longer just “Can this model distinguish AI-generated text from human writing?” It is “Which humans does it fail to recognize as human?” ...

December 15, 2025 · 17 min · Zelina
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From Byline to Botline: How LLMs Are Quietly Rewriting the News

TL;DR for operators AI is not entering newsrooms as a dramatic robot columnist kicking down the front door. According to this paper, it is more likely arriving as a first-draft assistant, a lead generator, a style smoother, and occasionally a template machine wearing a press badge it probably printed itself. The study analyses more than 40,000 English-language news articles from 2020 to late 2024, using a majority vote across three AI-text detectors: Binoculars, GPTZero, and FastDetect-GPT.1 The authors find a post-ChatGPT rise in likely fully AI-generated articles, especially in local and college opinion media. Local opinion articles show a 10.07-fold increase from the pre-GPT period to the post-GPT period; college opinion articles show an 8.63-fold increase. Major outlets rise less sharply. ...

August 11, 2025 · 18 min · Zelina