PROJECTS
Things I built
Experiments, tools, and systems I've shipped.
3 projects
Constat OCR
A pipeline that reads photos of handwritten Moroccan accident reports, built in 10 measured versions: the character error rate fell from 89% to 2.5% (about 36 times lower) and critical fields right rose from 0.8% to 82.9%, on one open 27B vision model with no LLM API.
Meridian Academy Voice Assistant
A real-time voice assistant that books training demos through natural conversation, staying usable in noisy, real-world conditions.
Dictation Tool
A multi-provider dictation tool for Ubuntu, built because Claude Code's built-in speech-to-text wasn't good enough.