FluentMaker
AI-Powered Flashcard Generator
20253 weeks

Next.jsTypeScriptAPI IntegrationAITailwind CSSNext-themeGoogle Gemini APIWiktionary APIZodLLMsNLPJestReact Testing Library
P
Problem
Language learning apps promise speed and fluency, yet the most effective method—contextual, personalized flashcards (Fluent Forever method)—remains too time-consuming for the average learner.
R
Role
Full-Stack Developer
I
Impact
- I reduced flashcard creation time from 30 minutes to under 30 seconds, allowing users to turn short articles into 50+ usable cards instantly
- I implemented a multi-language processing engine supporting 14 languages with custom rules for compounds, contractions, and honorifics
- I built a robust validation pipeline ensuring vocabulary accuracy, correct gender/plural forms, and consistent sentence complexity
Project Metrics
<10s generation time
Performance
55+
Users
Key Learnings
Multi-language NLP processing
LLM prompt optimization
Grammar-aware metadata extraction
Quality-control metrics for AI output
Multi-format export pipelines
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