Autonomous Multilingual Mock Test & Exam Generation Engine
A multilingual generative-AI engine that creates curriculum-grounded mock tests with deduplication and quotas.
What needed solving
Generate curriculum-grounded, non-redundant MCQ assessments from textbook syllabi across regional languages while managing LLM rate limits, context-window constraints and asynchronous processing.
How we engineered it
Built an asynchronous FastAPI assessment-generation service with priority-based background workers, LangChain syllabus chunking, pooled MySQL persistence and Google Gemini structured generation. Implemented NFKC/MD5 deduplication, multilingual routing, stateful test lifecycles and atomic quota management.
What it delivers
Automated MCQ generation · Zero-redundancy validation · Multilingual assessments · Context-aware processing · Async generation pipeline · Stateful recovery · Quota enforcement.
Tech stack
- FastAPI
- Python
- LangChain
- MySQL
- Pydantic
- PriorityQueue
- REST
Services behind this project
- AI & Automation
AI Development
We build AI agents, copilots and retrieval-grounded systems that solve a specific business problem and survive production traffic.
- Product Engineering
SaaS & MVP Development
Speed to market without the technical debt: an MVP architecture that scales into a real product.
- Product Engineering
Web Application Development
Fast, secure, type-safe web platforms and dashboards built to handle real users and real data.
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