AI’s “Jagged Intelligence”

If you’ve read my earlier blogs about Artificial Intelligence and teaching, you know that I’m convinced it’s here to stay, that the questions we should be answering are how can we use it to improve teaching and how can we limit the harm it can do. I don’t pretend to have the answers, but I’m committed to the questions and exploring our options.

Recently I had the privilege of reading Mason Broxham’s blog on Riddance called “The Accountability Gap.” As someone who believed that guardrails are our best hope to limit harm, I was startled to read, “At Riddance, we’ve observed a pattern in our investigations: When two or

more AI systems overlap, the guardrails designed to reduce harm and prevent Terms of Service (ToS) violations stop working like they should.” (www.riddance.ai) He goes on to explain that this is a structural phenomenon. Because AI is sometimes “stitching together AI scenes that were not necessarily problematic in isolation,” and because platform moderation is automated, AI is not capable of recognizing the harmful content that evolves from these patchwork efforts.

“The AI that made the content had no mechanisms in place to understand the harms it perpetuated, and the AI moderating the content had no general concept of what those harms look like in the first place,” he argues. Human beings make decisions in a context that informs those choices. Humans live in a “real, messy world of interconnected reasons and norms” that informs their “decision-making calculus.” AI models lack this kind of overall context, creating what Broxham calls the “accountability gap.”

This thunderbolt struck terror in my generally optimistic vision. If guardrails cannot create real accountability, what can educators do? I posed the guardrail issue to my husband and sons, all of whom work/worked in tech. In the AI arms race, one son sees a dire future while the other works on building better guardrails. My spouse argues that “humans using AI will probably be able to work around the above guardrails. Furthermore, immoral builders of an AI system can just not put in needed guardrails. All this means is that just like before AI, humans will be able to be immoral and illegal even using AI.” My pessimist son lists tools with capacities that keep me awake at night.

I struggle to maintain some optimism in the face of these discussions, and the inertia of education and the overwhelming power of AI make me wonder if we’re doomed. I don’t have an answer. I do know that we’re failing to ask enough questions, to bring together enough human minds to counter this trajectory. But we cannot afford to wait. I hope that people smarter about this than I am are doing more than I currently know… We need them to.

Yet Another Assault on Freedom of Speech and Thought

My absolute opposition to book banning and censorship is not new, but the latest news from the Naval Academy’s library has me back on my bandwagon. Nearly 400 books were removed last week after Defense Secretary Pete Hegseth’s office ordered the school to get rid of works that promote diversity, equity and inclusion.

I’ve written before about my experiences and core beliefs:

  • Growing up in a home where I could read anything I wanted as long as we talked about it showed me the breadth and depth of books and made me a better thinker.
  • Reading controversial work is nowhere near as dangerous as ignorance.
  • Parents who want some say in what their children read need to accord other parents the same grace instead of forcing their decisions on all parents.
  • Adults should have the freedom to make their own choices.
  • Reading books that offer different worldviews and beliefs does not threaten us. Instead, that should cause us to clarify our own worldview and beliefs.
  • Public libraries should remain free and accessible.
  • Standards of appropriateness should be even-handed and not driven by ideology.

That’s why Hegseth’s recent move is so appalling to me. His order “resulted in a purge of books critical of racism but preserved volumes defending white power.” (nytimes.com)

Culled books include I Know Why the Caged Bird Sings by Maya Angelou, “How to Be an Antiracist by Ibram X. Kendi, Bodies in Doubt by Elizabeth Reis, and White Rage by Carol Anderson, Half American, about African Americans in World War II; A Respectable Woman, about the public roles of African American women in 19th century New York; and Pursuing Trayvon Martin, about the 2012 shooting of the Black 17-year-old in Florida that raised questions about racial profiling. Other books that deal with gender identity, sexuality and transgender issues were removed, including books about topics such as African American women poets, entertainers who wore blackface and the treatment of women in Islamic countries. (www.cbsnews.com)

“None was banned outright — just rendered ‘not immediately available,’ a Naval Academy spokesman, Cmdr. Tim Hawkins, said. The books, he said, had been placed in a room where patrons could no longer access them.” Katherine Kuzminski, director of Studies at the Center for a New American Security, complained to ABC News about the lack of criteria. Other officials added their voices. Richard Kohn, a military historian and former chief historian for the Air Force, said, “You can’t make ideas safe for people, but you can make people safe for ideas. If you don’t mentor students in the academies to understand what’s going on in American society, you don’t really educate them.” Retired U.S. Air Force Col. Thomas Keaney, a senior fellow at Johns Hopkins School of Advanced international Studies, added, “I don’t think anyone is going to be hurt by reading anything—however nutty or outside their own culture it is. You’re not harming people by exposing them to ideas. On the contrary, you’re training them to be discerning leaders. Give them a chance. Don’t leave them to deal from ignorance.” (abcnews.com)

Although Trump’s January executive orders banned DEI content in K–12 schools receiving federal funds, military service academies were exempt since they are not classified as K–12 institutions. (foxnews.com) Yet the Pentagon has said the academies are “fully committed to executing and implementing President Trump’s Executive Orders.” In January, federal government websites were scrubbed to remove diversity-related content. (www.cbsnews.com)

I find the double standard especially. Why are these books removed while Mein Kampf by Adolf Hitler and The Camp of the Saints, a book that envisions immigrants taking over the Western world, a book embraced by white supremacists and promoted by Stephen Miller, remain? Why are frightening ideas from the right not indoctrinating the students whom they insist they want to protect?  If reading materials are so dangerous that we must purge books, how do these hostile volumes get a pass?

Adm. James G. Stavridis, an author, academy alumnus and former commander of all U.S. forces in Europe, pointed out that no students are forced to read these books and questioned what we fear. He had specifically cited Maya Angelou’s book as a “valuable resource for helping military leaders understand the diversity of viewpoints that make up the armed forces. Book banning can be a canary in a coal mine and could predict a stifling of free speech and thought,” he added. “Books that challenge us make us stronger. We need officers who are educated, not indoctrinated.” (nytimes.com)

Representatives Adam Smith of Washington and Chrissy Houlahan of Pennsylvania, both Democrats, wrote a letter on April 4 to John Phelan, the Navy secretary, denouncing the move as “a blatant attack on the First Amendment and a clear effort to suppress academic freedom and rigor” at the school and “an alarming return to McCarthy-era censorship.” (nytimes.com)

Other assaults on free speech, due process, and constitutional protections have already flooded our capacity to respond. I don’t know how to stop these assaults, but they do matter. Aren’t they important enough to prompt us to call our congress people and write letters to the editor? The time is now. Let’s hope it’s not too late.

Trying to Imagine

One of my favorite Chicago Tribune columnists, Heidi Stevens, wrote a moving piece on the Abundant Life Christian School Shooting this week.  She focused on the contrast of schoolchildren in their holiday pajamas being escorted from a crime scene. Her refrain, “I’m trying to imagine…,” repeatedly hammers home the senselessness of these avoidable tragedies. Two lines particularly hit home for me:

I’m trying to imagine what it would take for policymakers to stop wasting their time and ours arguing about trans athletes or what parts of U.S. history can be taught or whether rainbow flags are allowed in classrooms or whether dictionaries (dictionaries!) should be allowed in school libraries and start doing the hard, morally imperative work of protecting kids from guns, their No. 1 killer.

I’m trying to imagine how in the world we continue to justify this setup. (chicagotribune.com)

But there is no way to justify this set-up. “Thoughts and prayers” do not stop the shootings. They do not protect schoolchildren from frightening live shooter drills that unfortunately remain necessary. They do not repair the trauma students face, especially those who’ve endured such fear both in public school and again in college.

And not to be too gloomy, but this is only one of the pressing issues plaguing schools today.

Free public education serves not only students and their families – it is the path to an informed citizenry with self-efficacy. But schools struggled to meet that need before the pandemic, and they generally haven’t become more successful since. We know much of what we need to do. Why do we settle for failure?

What would a 2025 that showed progress for schools and their communities look like? So many changes are overdue. I used to tell my students that “If I ruled the world” – getting groans aplenty – what I would do in situations. I don’t rule the world, but that doesn’t stop me from wanting things to improve.

My initial 2025 Education Wishlist, in no particular order, no doubt missing some important pieces:

  • Gun control/keeping kids safe
  • Support for students: mental health, behavioral issues, attendance problems
  • Support for teachers dealing with the above
  • A continuing and even greater shift to student-centered classrooms with hands-on learning
  • Focus on critical thinking and lifelong learning
  • A continued emphasis on STEM skills without displacing the Humanities
  • Communities within schools
  • Communities that support their schools and respect their teachers
  • Positive [not overbearing] parental involvement
  • Removing the culture wars from education and focusing on real learning

With gratitude to Heidi Stevens, I’m trying to imagine a country where we summon the will to make these changes, hard and time-consuming though they will be. I’m trying to imagine a world where teaching and learning thrive in an environment free of fear. I’m trying to imagine an American people who care enough to make that happen.

Do Facts Still Matter?

I want to write a different sort of blog today, this one prompted by the results of last week’s election. It is not a political rant, and I believe my concerns should matter to all voters and citizens.

We still have an ancient “Facts Matter” sticker on our older car. I believe in that sticker. I’m married to a scientist and believe that science holds many answers. I find myself wondering how we can move forward as a country and find shared goals when facts are no longer clear, when so many of us live in silos and never hear “facts” from the “other side,” when social media promulgates misinformation and disinformation that goes unchecked.

What is the responsibility of educators? I’ve written about the “Essential Qualities of a Glenbard Graduate” from my last school before. They include knowledgeable person, critical thinker, and socially responsible citizen. While Glenbard District #87 no longer uses this model, I still believe in it. So what are we doing to help our learners be knowledgeable, critical thinkers and socially responsible citizens? Not enough.

Our students are enmeshed in social media even more than older adults. Subject to constant misinformation from bots and different groups, they must learn to distinguish what is real and what is not.

So must the rest of us.

Our future depends on that.