AI application / Personal project
Café Naturalisation
A little help for a big milestone.
The idea
I defined the concept and features for a companion that helps people prepare for the French citizenship interview through audio lessons, flashcards and mock interviews.
The application
The application brings together study plans, flashcards, quizzes, audio and interview practice. AI coding tools wrote the implementation code; my work covers the product idea, feature definition, LLM API integration, tests and review of the resulting behaviour.
The part I care about
I handled LLM API integration and testing for practice questions grounded in official source excerpts, using structured outputs, validation checks and human-review workflows. I test both the application features and generated content.
Showing the work
This write-up describes the project without publishing its private source code. It does not claim a measured user base or validated learning outcomes.
Generating content is only one part of the job. Checking it and making it useful matter just as much.
Source code kept private. Happy to discuss the architecture and my work.