AMMA LABS
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

My parents speak Telugu and couldn't make sense of their own lab reports. Lab Report Translator turns a lab report (PDF or phone photo) into plain language in 15 languages (Telugu, Hindi, Spanish, Tamil, Kannada, Bengali, Marathi, Tagalog, Malay, Arabic, French, German, Portuguese, Indonesian and English), plus a printable one-page sheet for the doctor, a large-print handout and a voice question mode. The principle is "AI explains, code decides." Muse Spark reads the report into rows and writes the words. Plain code decides every High, Low or Normal flag, and only against the range printed on the report. A row is accepted only if its value, unit and range sit on one exact source line. Every sentence passes a safety check (right test and value, no extra numbers, no diagnosis, advice or risk talk), and if a check fails the app falls back to code-written text. Rows the app is unsure about are marked Needs review, with a citation that opens the PDF or photo on the source line. Privacy is built in. Identifiers are removed locally before anything reaches the AI, photos are painted over and re-read, and a "What the AI sees" panel shows exactly what was sent. Nothing is stored. It is information only, never a diagnosis. 739 offline checks cover the flag engine, safety filters, privacy, photo cleaning and a mocked Meta API with bad output injected. Six invented sample files are in samples/ for testing.