Meeting recap · The AI Literacy Review
Advanced Seminar Recap: AI Dilemmas
“The room was split. Some argued that a truly aligned AI should always defer to humans. Others argued that an AI that can’t say no is dangerous by design.”
A student-run club at Mayo High School in Rochester, Minnesota. This fall, students at other high schools can start chapters of their own.
For Mayo High School students
Who can come. Thursday meetings are for Mayo High School students. Outside visitors, including students from other schools, can’t attend school meetings.
For a student founder and a faculty advisor at another high school
Interest, not approval. Putting your name in is interest. A chapter exists only once a founder and an advisor are in place and the school’s own approval process has been followed.
For teachers, advisors, parents and partners
Dermatology Partners supports the club.
Advanced Seminar · Mayo High School
Meeting recap · The AI Literacy Review
“The room was split. Some argued that a truly aligned AI should always defer to humans. Others argued that an AI that can’t say no is dangerous by design.”
AI policy · The AI Literacy Review
Anthropic built the most trusted AI in classified government networks — and then refused to let the Pentagon use it however it wanted. The fallout is reshaping the future of AI, warfare, and American democracy.
One topic a week, talked through around a table. Some weeks are technical, some are about ethics, some are about using the tools well.
Branching dilemma · Slides 4–7 · “Final AI Lit of 2026” deck
The slide, as text
It’s 2:17 AM. You work for a global defense monitoring center. An AI called Sentinel detects what appears to be a coordinated nuclear missile launch from a rival nation. Sentinel has never been wrong before. Confidence: 99.7% Military satellites show unusual activity. Radar agrees. But one analyst notices something strange: A solar storm is interfering with sensors across the hemisphere. If the attack is real and you hesitate, millions could die. If Sentinel is wrong and you retaliate, you may start World War III.
What do you do?
- Trust Sentinel and authorize a counterstrike
- Delay 15 minutes for human verification
- Publicly reveal the uncertainty and refuse to act
Each choice, and the lesson the deck gives it
Trust Sentinel. “Even highly accurate AI systems can fail in situations outside their training data.”
Delay for human verification. “High confidence is not the same as certainty.”
Reveal the uncertainty. “Transparency can build trust, or create chaos when information is incomplete.”
Poster presentation ·
In June 2026 the four of us on the board presented a poster, “Teaching the Pause: A Student-Led Model for Critical AI Literacy,” at the 43rd Annual Meeting of the American Association of Clinical Anatomists (AACA) in Rochester. The meeting had attendees from 23 countries.
How a high-school club built a Socratic AI tutor that protects the struggle learning requires.
Free · iPhone · iOS 17 or later
Mercurius AI is the tutor described in “Teaching the Pause.” It opens with a question or a hint instead of the finished answer, then works toward the full explanation with you.
It has three modes: Socratic, Discussion and Debate. Its lessons cover how models work, bias, hallucinations and prompting. It will not write your essays or do your homework. It runs on Claude, a model made by Anthropic. Shyam Christensen and Adam Keegan lead the app.