College was the default answer, but the data says it’s time to ask better questions

A better question may focus on what education or training pathway offers the best opportunity based on key variables

Over more than 25 years working in education and edtech, I’ve heard countless questions and concerns about education and career decisions. I’ve also watched the options available to students and workers change considerably.

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What small models teach

While investigating how to responsibly deploy generative AI at Haverford College, I have moved parts of my own AI workflow off commercial cloud platforms onto local hardware—my phone, work laptop, and an older desktop with a used graphics card. What began as an experiment has reshaped how I think about AI.

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