A complete teacher–student workflow
SciFusion was built and launched on HydroOJ to support question creation, student practice and learning diagnostics, turning an assessment design into a working product.
Implemented functionality
- Question banks, assignments, practice, submission records and discussion.
- Configurable AI question generation by subject, topic, type, difficulty and source material, connected to quality scoring and storage.
- Textbook and knowledge-base retrieval to ground generation.
- Quality evaluation, simulated students and automated solving scripts to check workflows.
- Diagnostic views of response records, errors and teaching suggestions.
Outcome
The team handled product design, full-stack development and AI integration through launch. This case represents prior product work and makes no unverified claim about learning gains.