Q: "What if students game the system?"
A: Agent monitoring detects gaming patterns; system adapts scaffolding
Q: "How much does LLM content generation cost?"
A: 94-96% token reduction via caching; <$0.01/student/hour
Q: "What if the LLM generates incorrect content?"
A: Validation layers, fallback content, educator review dashboard
Q: "Can I customize content for my curriculum?"
A: Yes, custom prompts and domain model import supported
Q: "How is this different from Khan Academy/Duolingo?"
A: 100-agent ITS, multi-philosophy support, explainable AI, three complementary modes
"Ready to transform adaptive learning at your institution? Let's schedule a follow-up call to discuss your specific needs."
You've completed the comprehensive 3-hour UALS workshop. We hope you found it valuable and are excited about implementing adaptive learning at your institution.