No system is without friction. Students often critique the complexity of navigating multiple portals (iLearn, R’Web, BCOE Advising) as a fragmented user experience. Furthermore, the rapid adoption of AI tools like ChatGPT has forced BCOE’s academic integrity systems to evolve, implementing AI-detection software in programming assignments. The human element remains the most volatile variable; while the systems are robust, they rely on user compliance. A server crash during finals week or a software update that breaks a compiler can cascade into systemic failure.