
EduSense is an AI-powered student success assistant embedded in a simulated LMS dashboard, built as a React/Vite and Node/Express prototype for an ideathon setting. It ingests structured LMS-style academic data across grades, attendance, assignments, schedules, announcements, and interventions, then uses intent detection to route student questions to specialized agent modules. Powered by deepseek-r1 and llama3.2 via an Ollama backend, the system provides clear, actionable academic support recommendations with deterministic rule-based fallbacks for reliable demo behavior. The prototype documents a future AMD Developer Cloud deployment path using vLLM/Deepseek on MI300X hardware once credits are approved.
10 May 2026