Education·FDE POC
Medical education · Learning analytics
From wrong answers to weak-point detection, LLM-enhanced profiles and study plans — teacher + student web apps.
Wrong-answer drivenLearner profileLLM enhanced
5
Analysis stages
Dual
Teacher + student
LLM
Profile reasoning
Challenge
Wrong answers scattered; weak points hard to spot; personalized plans relied on manual review.
Approach
FDE Spring Boot engine + Vue dual SPA: read-only source DB, business outputs, five-stage LLM-augmented pipeline.
Outcome
- Wrong answers → weak points → profile → study plan loop
- Teachers trigger analysis and view full student results
- tag-engine extends LLM multi-dimensional question tagging
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