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Yoshio NomuraContact

All work · Services and data

Vora

Quiz-verified learning roadmap

  • Team
  • April 2026
  • GDGoC DevCamp, HCMUT

What it is

A deployed learning-roadmap application with quiz-gated progression, built at the GDGoC DevCamp at HCMUT — a separate programme from the national hackathon. The backend resolver converts unstructured model output into validated, dependency-mapped directed acyclic graphs.

How it works

Generative model output resolved into a validated dependency graph

The resolver validates generative model output before any of it becomes a roadmap: the response is stripped of markdown fencing, JSON-parsed and schema-validated with Zod, then rejected outright if any topic is ordered ahead of a prerequisite it depends on. The graph builder emits prerequisite-to-dependent edges, and progression through the roadmap is quiz-gated.