“The union was starting an ambitious program to train teachers nationwide on A.I.”
Publicly, Randi Weingarten, the A.F.T. president, was bullish. In an interview at the time, she said the partnership would help educators learn to use chatbots “safely, wisely and ethically,” while also getting them a seat at the table with behemoths like Microsoft and OpenAI as they developed and refined their A.I. products.
I pointed out to Ms. Weingarten that the union-industry deal might also present a fox-henhouse problem for schools. While her organization was calling for safeguards to protect children from A.I. risks, some trade groups representing Big Tech were working to block A.I. safety laws. She acknowledged the dissonance. “We are in it for the good of students and for the good of the country and for the good of families and to make sure educators actually play their rightful role,” she said. “Some of the companies that we’re engaged with are in it for profit. Those are two fundamentally different goals.”
After Ms. Weingarten announced her union’s deal with Big Tech companies, a few teachers and professors publicly warned that the spread of A.I. chatbots could undermine their profession, by outsourcing and automating core tasks like giving students feedback on their work. One of the more forceful educators was Lois Weiner, an education professor emerita at New Jersey City University and a retiree member of the U.F.T., who argued on Bluesky that the national union was selling out to corporate interests.
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In other words, the study is simply just showing you that the degradation of LLM performance on medical diagnostic and management is a function of who is interacting with it, and that IS OBVIOUS. Being old doesn’t change that fact, it only potentially exacerbates it. It is not benchmarking individual model superiority.
Also, the better a frontier model gets is, presumably, a consequence of better inputs/refining and subsequent weighting, but patient lexicon, patient medical semantics, literacy, and patient technical language etc. are NOT the reference for training. So if I had to guess and based on my experience with frontier models, they’re probably not that much better.
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2025-2026 Madison 4k-3rd grade Early Literacy Screener report: The bar moves faster than the kids.
Joe Gothard, Becky Kundert and Sonia Spencer Remarks on Madison’s K-12 Literacy Crisis.
2026-2027 Madison K-12 $pending continues to grow, fueled by a 9.7% (!) property tax increase. Total spending will be at least $706,000,000 for 25,003 students, or $28,236 per student.
May 2026 Madison School District Presentation: 7,095 adults for 25,003 students (3.52 students per adult!)
2024-2025 Early Literacy Screener Map.
Map: Foundations of Reading Results: 2015–2024
Where have all the students gone?
3,887 Madison 4 year old to third grade students scored lower than 75% of the students in the national comparison group.
Madison taxpayers have long supported far above average k-12 tax & $pending. This despite our long term, disastrous reading results. May, 2026: 7,095 Staff for 25,003 students; $pending > $26k per student!
Madison Schools: More $, No Accountability
The taxpayer funded Madison School District long used Reading Recovery…
The data clearly indicate that being able to read is not a requirement for graduation at (Madison) East, especially if you are black or Hispanic.
My Question to Wisconsin Governor Tony Evers on Teacher Mulligans and our Disastrous Reading Results
2017: West High Reading Interventionist Teacher’s Remarks to the School Board on Madison’s Disastrous Reading Results
Madison’s taxpayer supported K-12 school district, despite spending far more than most, has long tolerated disastrous reading results.
“An emphasis on adult employment”
Wisconsin Public Policy Forum Madison School District Report[PDF]
WEAC: $1.57 million for Four Wisconsin Senators
Friday Afternoon Veto: Governor Evers Rejects AB446/SB454; an effort to address our long term, disastrous reading results
Booked, but can’t read (Madison): functional literacy, National citizenship and the new face of Dred Scott in the age of mass incarceration.
When A Stands for Average: Students at the UW-Madison School of Education Receive Sky-High Grades. How Smart is That?
