A randomized trial from OpenAI Economic Research and Bocconi University gave more than 1,000 undergraduates ChatGPT, critical thinking training, both, or neither. The rubric caught the ChatGPT polish and could not see the original ideas. Here is the one row to add before your next stack lands.
Three student facing AI products shipped in forty eight hours, and two of them read a syllabus as structured data. Extraction is lossy. Here is what falls out of your course and what to do about it in week one.
A PNAS study of NSF and NIH proposals found that heavier language model use did not lower quality. It lowered semantic distinctiveness, pulling proposals toward work the agency had already funded. The fix is not abstinence. It is what you put in the box first.
OpenAI studied 800,000 work messages and found that 43.5 percent of AI use falls outside the user’s own occupation. Here is what that means for your job, and a four rung ladder for taking on adjacent work without pretending you have the training.
OpenAI and the Walton Family Foundation are putting mentors in rooms with 1,600 teachers. The lesson for everyone else: access to AI means nothing without practice.
AI literacy education built on the SeedStacking™ methodology. Small daily wins that compound into genuine fluency.
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