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Course Correction: Ask What Learners Use, Not What Courses They Took

TL;DR for operators A training intake form usually asks whether someone has completed an AI course or workshop. It is tidy, auditable, and apparently not very informative. In a study of 93 bioscience graduate and postdoctoral trainees, reported LLM usage frequency differentiated all five baseline AI-perception outcomes after correction for multiple comparisons. Self-rated familiarity differentiated three. Prior AI education differentiated none.1 ...

July 17, 2026 · 18 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