Collaborative project · EdTech
b1deingles.com
Project co-created with David Lázaro (@_dlazaro) for practising Cambridge and APTIS speaking exams in the browser, with an estimated CEFR level and feedback on grammar, vocabulary, fluency and pronunciation.
My contribution End-to-end development: speaking practice experience, AI assessment pipeline, authentication, payments, tests and operational automation.
- Origins & learning
- B1deingles started as a personal development idea with David Lázaro (@_dlazaro), to learn by working with AI: from coding agents to integrating models into a real product. We are now also learning about distribution: how to get the product in front of the people it can help.
- AI pipeline
- MediaRecorder audio → Gemini 2.5 Flash Lite for transcription, pronunciation and fluency → Gemini 2.5 Flash for CEFR assessment and grammar and vocabulary feedback.
- Product & integrations
- App Router, Supabase authentication and data, Stripe payments and webhooks, Resend transactional email, and automation with Cloudflare Cron Triggers and Telegram.
- Quality & operations
- Vitest and Testing Library tests, V8 coverage, TypeScript and ESLint. Turnstile abuse protection and usage limits; operational alerts and a daily business digest.
