AI in – As schools rush to adopt AI, educators and analysts are beginning to tally the true price, from assignment design to the electricity bill.
The classroom of the future is being built in the glow of data centers and the quiet trial-and-error of individual teachers. but the final invoice remains a mystery to most districts. While schools focus on curriculum integration. the reality of an AI-first education system involves expenses that stretch far beyond the software itself.
Michael Hernandez found himself at a crossroads familiar to many educators: wanting to reach more teachers with his expertise on assignment redesign than his workshops and books allowed. Having not touched a line of code since high school. he turned to ‘vibe coding’—a process where he described his vision in plain language and allowed artificial intelligence to translate those prompts into a functional tool. The result provided him with a new perspective on what makes an assignment resilient in an era of automation. effectively using the technology to audit the very tasks it could otherwise easily complete.
While Hernandez navigated the creative side of the shift, Mi Aniefuna began tracing the digital infrastructure back to its origins. His focus shifted away from lesson plans and toward the energy and resource consumption required to power these AI tools. Districts currently debating the integration of AI are often hyper-focused on instructional value. yet they remain largely disconnected from the rising electricity costs and the unpredictable scaling of invoices that arrive as usage spikes.
These two paths reveal a fundamental tension in modern education. One side seeks to outsmart the technology by refining how we teach. while the other tracks the raw financial weight of keeping that same technology running. The question is no longer just how AI functions, but what it costs to sustain in a public school budget.
These insights were recently featured on the podcast ‘This Week with EdSurge. ‘ which highlighted Hernandez’s work in the piece ‘I Used AI to Build AI-Resistant Assignments’ and Aniefuna’s investigation in ‘Can Schools Afford an AI-First Future?’ As these costs become clearer. the challenge for school administrators will be deciding not just if they can implement these tools. but whether they can afford the long-term bill that follows every single prompt.
AI in education classroom technology digital infrastructure school budgets EdSurge AI-resistant assignments education trends