Developed ahuman-centered AI education platform designed to improve teaching efficiency, enhance learning outcomes and support automated grading workflows.
Novalearn: AI-Powered Mentoring for Smarter Education
MarketHong Kong, Malaysia
IndustryEducation & E-learning
Duration3+ months
Team size12 members
Overview
The challenges
Grading consistency: Ensured AI-generated feedback aligned closely with subject-specific academic rubrics across different courses.
LMS compatibility: Integrated with multiple Learning Management Systems such as Canvas, Moodle, and similar platforms via LTI standards.
AI bias mitigation: Tuned AI workflows to provide more objective and fair feedback for students from diverse backgrounds.
AI workload scaling: Handled peak AI processing loads during exam periods and assignment deadlines without degrading system performance.
The solutions
Built an automated grading engine with customizable rubrics to deliver consistent feedback and grade assignments automatically.
Developed an AI content generation module to create lesson plans, quizzes, and assignments aligned with the curriculum using FastAPI and LangGraph.
Engineered LTI-ready integration for compatibility with major platforms such as Canvas, Moodle, and Google Classroom.
Integrated a centralized performance dashboard with learning analytics to monitor student behavior and support predictive insights on learning outcomes.
Tech stack
NextjsNestJSPostgreSQLFastAPIUvicornAlembicSQLAlchemyLangGraphLiteLLM
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