Hackathon
Aphasia Annotate
A multimodal agent that helps speech-language therapists annotate gesture and aphasic speech from video, and asks when it isn't sure instead of guessing.
Projects
Industry research and things I've built myself, each with the full process: how I framed the problem, what I tried, what I found and what I'd do next. For my PhD and current academic work, see Research.
Referencewhat was said
terusakunggakisomulihsoaleudanderes
Baseline79.2% WER
terusakunggakisaМулихsoalnyaudanderesya
After diagnosis35.4% WER
terusakunggakisomulihsoaleudahderes
Hackathon
Transcribing Code-Switched Indonesian–Javanese Speech
A speech recognition model kept transcribing Javanese conversations in Cyrillic and Chinese script. Reading its mistakes, rather than reaching for a bigger model, cut the error rate from 79% to 35%.
Industry
Enhanced Podcasts at BBC R&D
A remote field study of an audio-visual podcast player, testing whether images, transcripts and chapters help or get in the way in everyday listening.
Personal
Corn Planting Predictor for Java
An AI tool that turns weather forecasts into plain-language planting advice for smallholder corn farmers in Java, Indonesia.
Personal
London Cherry Blossom Map
A map of where and when cherry blossoms are blooming across London, built quickly with AI and checked against what people were posting in real time.