Learning at the Speed of Change: What Teachers and Students Need When Technology Won't Wait
Everyone is running behind, and that's the point!
If you feel like you can't keep up with technology right now, you're not alone. Neither can policy makers. Rules are still being written for technologies that have already evolved into something new. Experts call this the pacing problem: technology changes faster than the rules around it can adapt.
Now shrink that down to a school building. If policy makers with dedicated staff and budgets can't keep pace, what does that mean for a teacher with 30 students, a stack of grading, and a 45-minute planning period?
It means professional learning has to change. And it means teaching students something deeper than any single tool: how to keep learning when the ground keeps shifting.
My "save for later" pile
I'll be honest: I feel this every week.
I'm part of many online educator communities, so my inbox and feeds are full of newsletters, articles, and new tools that all sound worth exploring. I catch myself saving them, one after another. Bookmarked, starred, "read later." The list keeps growing, and I rarely get back to it.
That pile has become a small symbol of the bigger problem. The hard part isn't learning; I love learning. It's the feeling that the list never gets shorter. That gap quietly turns into guilt, then fatigue, and sometimes into tuning out.
I don't think I'm alone. And I don't think the answer is to work harder.
The part we don't talk about enough: how this feels
Before a teacher can take on any new technology, they need the mental and emotional room to want to. Right now, most teachers are carrying this alone. In a 2025 Gallup and Walton Family Foundation survey of more than 2,000 U.S. teachers, 68% said they received no AI training from their school or district that year. Teachers were far more likely to teach themselves (52%) than to be trained by their school (31%). District leaders seem to sense the problem. When RAND studied district AI training, leaders said early sessions focused mainly on easing teachers' fear and confusion. The first barrier isn't skill. It's emotion: guilt about being behind, imposter syndrome when students seem more fluent, and decision fatigue from too many options. PD that ignores those feelings will keep producing the same result: a room full of nods, and little change once the door closes.
Rethinking PD for a world that won't sit still
Traditional PD was built for a slower world: pick a tool, hold a training day, call teachers "trained." That breaks when the tool updates three times before the next PD day. PD has to shift from teaching tools to building capacity:
Teach principles, not just platforms. What problem does this tool solve? What does it do with student data? When does it support thinking, and when does it replace it?
Make it ongoing and bite-sized. Swap one-off training days for a 15-minute "try one thing" segment in staff meetings or a monthly showcase.
Learn together. Small cohorts exploring the same question turn an isolating task into a shared one.
Lead with permission, not pressure. Say out loud that no one is expected to know everything, and normalize "I tried this and it didn't work."
Protect time and close gaps. Learning has to live inside the school day, and support has to reach the schools with the least capacity. Right now it doesn't: RAND found low-poverty districts were far more likely than high-poverty ones to have trained teachers on AI (67% vs. 39%).
Structure helps more than it restricts: the same Gallup survey found teachers at schools with an AI policy saved 26% more time each week
From "keeping up" to "keep learning"
My saved pile taught me something: the goal isn't to keep up with everything. Nobody can. The goal is a sustainable habit of learning. PD can help teachers build one:
Pick a lane. Choose one or two focus areas for your students this year, and give yourself permission to skip the rest.
Curate, don't collect. A few trusted sources beat an endless feed. Saving something should come with a reason and a date to revisit it, or a decision to let it go.
Keep a small rhythm. Twenty intentional minutes a week outlasts a weekend binge followed by burnout.
Learn alongside students. Try something new in a low-stakes lesson and reflect on it afterward.
When teachers model this kind of learning openly, students see it too.
In my classroom: math, computer science, and real life
My students will spend their lives in this pace of change, and the apps they use today will likely be gone by graduation. So in my math and computer science classes, I integrate life skills and technology skills into the content itself.
Exponential functions, straight from the news
This week we studied exponential functions. Instead of starting with a textbook problem, I shared a real graph: research group Epoch AI found that the computing power used to train leading AI models grew about 4 to 5 times per year from 2010 to 2024.
Students modeled it as C(t) = C₀ · 4ᵗ and worked out what that means: after just five years, 4⁵ = 1,024, more than a thousand times the starting amount. We compared it with linear growth, and students quickly saw why "keeping up" feels impossible. The chart also uses a logarithmic scale, so an exponential curve shows up as a straight line. That sparked a great conversation about reading graphs critically.
One lesson covered exponential functions, data literacy, and a real conversation about the technology shaping their future. That's the power of interdisciplinary teaching: real problems don't arrive sorted into subjects.
Teaching students to manage the information flow
If I struggle with information overload, my students do too. So I build in small routines that help them learn for life without drowning:
Triage, don't hoard. When students research, they sort what they find into use now, save with a reason, or let go. It's the habit I'm building for myself.
Check the source. Before using any graph or claim, students ask: who made this, how do they know, and what might be missing?
Share one thing. Students regularly bring in one new tool, article, or idea and teach it to classmates in two minutes. They learn that no one has to know everything when a community learns together.
Reflect on how, not just what. Students write about how they got unstuck, so they can see themselves as people who can figure things out.
These routines matter more than any single tool. They leave students with the confidence that they can learn whatever comes next.
We don't have to win the race
Technology will keep outrunning policy makers, trainings, and our saved-for-later lists. That won't change, so our relationship to it has to. For schools, that means PD that supports the whole teacher. For teachers, it means trading "keeping up" for "keeping learning." For students, it means classrooms where adaptability and curiosity are taught on purpose.
We don't have to win the race. We just have to stay curious, stay connected, and keep learning together.
How is your school supporting teachers through this pace of change? I'd love to hear what's working for you.
Sources
Gallup and Walton Family Foundation, Six Weeks a Year: How AI Gives Teachers Time Back (June 2025)
Education Week, More Teachers Than Ever Before Are Trained on AI, on RAND's district survey (April 2025)
AI for Education, New RAND Research Reveals Growing AI Training Gap
Epoch AI, Training Compute of Frontier AI Models Grows by 4-5x per Year
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