TX_640897· Engineering
ToneTutor launches free AI HSK speaking test with real‑time tone grading
John Lee’s ToneTutor records Mandarin speech in the browser, transcodes it locally, and uses Gemini 2.5 Flash to grade tone and grammar on the HSK scale. The React‑FastAPI app runs on Google Cloud Run and is free for three sessions per user.
