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( Case study )
Qrious

An interactive learning platform that teaches quantum computing to beginners through hands-on modules, live circuit visualization, and guided exercises.
- •4-level content hierarchy with Firebase RBAC, Backblaze B2 storage, and LiveKit-based live sessions.
- •QAOA-based personalized learning-path optimizer combining a classical pre-filter with a Qiskit QUBO circuit, reducing 35% of the recommendation search space in 124ms.
- •Multi-provider AI gateway with a RAG layer over Qiskit documentation; fine-tuned Qwen3-1.7B via QLoRA, published to Hugging Face.
- •Built for Quant-A-Thon 2026, RIT Chennai (team Schrodinger Squad).