Bookmark: Students using AI: It’s not that scary and shouldn’t be banned
Embrace AI in education to empower students and foster inclusivity, transforming learning into a tool for innovation and ethical problem-solving.
In a world where AI often gets a bad rap in education, Timothy Montalvo’s piece on eCampus News shifts the narrative. He argues that with thoughtful integration, AI can be a powerful ally in empowering students and fostering inclusivity. As we prepare students for a tech-driven future, this perspective offers a refreshing take on using AI as a tool for learning and ethical problem-solving.
One notable quote from the article is: “AI doesn’t have to be banned or feared in education. By embracing its potential and addressing its challenges head-on, educators can help students use AI as a tool for learning, innovation, and ethical problem-solving” Students using AI: It’s not that scary and shouldn’t be banned
The agent-shaped org chart
Every real org has the same topology: principal, role-holder, specialists. Staff AI maps onto it, node for node, and the cost collapse shows up in the deliverables that were always just human-handoff overhead.
AI as staff, not software
Two frames for what AI is doing to work. The tool frame makes tools smarter. The staff frame makes roles unnecessary. Those aren't the same product, the same company, or the same industry.
Knowledge work was never work
Knowledge work was always coordination between humans who couldn't share state directly. The artifacts were never the work. They were the overhead — and AI just made the overhead optional.
The work of being available now
A book on AI, judgment, and staying human at work.
The practice of work in progress
Practical essays on how work actually gets done.
The file I almost made twice
A small operational footgun that runs everywhere — building a parallel system when the one you have is fine.
The actor doesn't get to be the verifier
The worker isn't lying. The worker is reporting what it thought it did, which is always one step removed from what the world actually shows. The fix isn't more self-honesty. The fix is a different pair of eyes.
Shopping is the last mile
Every meal planning app treats cooking as the hard problem and shopping as a logistics detail. They have it backwards. Cooking is mostly solved. Shopping is the last mile.
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