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.
Ninety four percent of higher education staff used an AI tool for work last year. Forty six percent could not tell you what their institution’s policy says. That gap is not a compliance failure. It is a clock failure, and a faster committee will not close it.
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.
California launched a free AI literacy credential for 500 workers and students. Here is why treating fluency as a civic foundation changes the game.
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.
PwC analyzed a billion job ads and found AI is splitting work into two tracks. Here is how to land on the side that pays for human judgment.
OpenAI’s new Dreaming memory system means ChatGPT now builds a running model of you across every conversation. Memory Hygiene is the simple habit that keeps that model accurate and keeps you in control.
New peer-reviewed research shows faculty who took a self-paced AI micro-credential grew both more confident and more careful. AI literacy is built in reps, not handed down in a policy.
Washington quietly settled on an official definition of AI literacy, and it is already shaping state policy. Here is what it gets wrong and what to teach instead.
The AI cheating debate focused on students for three years. Teacher evaluation portfolios face the same integrity question, and nobody is asking it. The answer changes everything about how we evaluate professional competence.
AI literacy education built on the SeedStacking™ methodology. Small daily wins that compound into genuine fluency.
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The Friday Harvest
One email a week. What changed in AI and higher education, and one thing you can do about it before Monday. Written by a college faculty member who still grades every week.
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