The problem
Computer science learners often lack a clear, evidence-based path from academic knowledge to industry-ready skills.
What I built
A six-domain assessment and roadmap platform with data-driven gap analysis and a retrieval-augmented learning assistant.
Architecture
Next.js and TypeScript interface connected to a containerized FastAPI and Python backend, Supabase persistence, and LangChain-powered retrieval workflows.