The University of Arkansas Honors College is stirring conversation on two very different fronts this spring. One forum turns the spotlight on edge artificial intelligence and its role in safeguarding the nation’s electrical grid, while the other delves into the long-standing currents of U.S. political partisanship. Both courses embody the college’s mission to push students beyond the limits of their majors, encouraging curiosity-driven inquiry with faculty who are leaders in their fields.
Edge AI for the Modern Grid: bridging machine learning and power infrastructure
In the semester-long seminar titled Edge AI for the Modern Grid students learn to run machine-learning algorithms directly on the embedded hardware that lives inside distributed energy resources. Rather than offloading data to distant cloud servers, the course emphasizes on-device inference, which reduces latency and enhances resilience during grid disturbances. Instructor Christopher Farnell, an assistant professor in the Department of Electrical Engineering and Computer Science, guides participants through the engineering trade-offs of deploying models on microcontrollers, field-programmable gate arrays (FPGAs), and other resource-constrained platforms.
Hands-on sessions make use of Farnell’s laboratory data and state-of-the-art Real-Time Hardware-in-the-Loop (HIL) simulators such as the Typhoon HIL system. Students experiment with edge-AI kits, training models that can spot anomalies, predict equipment health, and forecast remaining service life before a cascade of failures threatens the broader network. No prior experience in machine learning or power engineering is required; the curriculum is built for intellectually curious undergraduates eager to see how artificial intelligence reshapes physical systems that power modern life.
Farnell stresses that the competencies developed extend far beyond electricity. “By the end of the semester,” he notes, “students will have an intuition for complex systems, know how to recognize normal versus fault-indicating data, and even detect when an adversary tries to mask malicious activity as ordinary traffic.” This skill set prepares graduates for careers in any sector where edge intelligence is becoming a strategic asset.
Partisanship: tracing the roots of today’s political division
The second forum, simply called Partisanship is led by Noah Pittman, associate dean of enrollment for the Honors College. Through a series of discussion-heavy classes, participants map the evolution of partisan conflict from the early Republic to contemporary America. Historical case studies highlight moments when national institutions faced severe strain, allowing students to recognize patterns that repeat across centuries.
Midway through the term, the seminar shifts focus to modern accelerators of division: the rise of the internet, the echo-chamber effect of social media platforms, and the fragmentation of traditional news outlets. By examining empirical research and real-world examples, students assess how these forces have reshaped public discourse and amplified ideological segregation.
The final weeks bring the conversation into the present, with debates on recent Supreme Court rulings, immigration policy, and the United States’ role on the global stage. Pittman remarks, “One of the best parts of my job is engaging honors students who are eager to dissect the complex changes that have produced today’s intense partisanship.” The course equips participants with a nuanced understanding of how historical legacies intersect with digital media to shape contemporary politics.
Honors College framework and university backdrop
Established in 2002, the University of Arkansas Honors College merges high-achievement students with the institution’s top faculty for transformative learning experiences. Each year up to 90 freshmen receive competitive fellowships that cover $80,000 over four years, and the college distributes more than $1 million in undergraduate research and study-abroad grants. All honors graduates complete mentored research projects, reinforcing the college’s emphasis on interdisciplinary collaboration and deep intellectual engagement.
The broader university, founded in 1871, serves as Arkansas’ flagship public research institution. Contributing over $3 billion annually to the state economy, the university boasts Carnegie classification as a very high research activity institution and consistently ranks among the nation’s top public universities in U.S. News & World Report. Its expansive portfolio of more than 200 academic programs provides a fertile environment for honors students to explore topics that transcend traditional departmental boundaries.
Dean Lynda Coon encapsulates the spirit of the forums, urging students to become “intellectual risk-takers.” She emphasizes that curiosity—not prior expertise—is the essential prerequisite for success in these seminars. As she puts it, “Step outside the comfortable boundaries of your major, throw yourself into a consequential topic, and let faculty and peers challenge the way you think.” The Edge AI and Partisanship forums embody that invitation, offering a rare blend of technical rigor and societal relevance for the next generation of leaders.
