AI-driven accessibility, connecting the unseen and the unheard.
From The Lab
Everything we learn building EBITH — the training runs that worked, the ones that didn’t, the market we are building into, and the design decisions we make on behalf of people who cannot afford us to get them wrong.
Research
A full walkthrough of the EBITH British Sign Language pipeline — landmark extraction, GRU architecture, the dataset contamination bug that gave us a fake 99%, and how we shipped a 255KB on-device model.
8 min
Market Research
Two million deaf people, 340,000 registered blind, a multi-billion-pound market, and a legal deadline that landed in June 2025 — yet British Sign Language remains structurally underserved. A map of the gap EBITH is building into.
6 min
Design & Ethics
Designing one product for users who cannot see it and users who cannot hear it removes every lazy option. What is left is a stricter, simpler interface — and a set of ethical questions that most AI assistive tools never ask out loud.
5 min