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Case study · Education

Community-owned speech archives with dual transcription models

A tool built for minority language communities to record, transcribe, and preserve speech — comparing Whisper and wav2vec2 accuracy across low-resource language samples.

All research

A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.