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Latest Issues

Audio Dataset Cleaning

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Said “high quality” audio datasets are not always high quality, which can leave you puzzled when training doesn’t make your transcription or TTS model any better.

The most robust approach is to start from basics, and to meas...

8 days ago
1

State of the Art Meeting Transcription

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Chorus Pro is now live, something we’ve been working on for quite a while.

It’s state of the art on long meeting transcription, something that most models (even Gemini Pro 3.1) struggle on. It captures overlapping speech, an...

13 days ago
1

Transcribe 1,600+ Languages with OmniASR

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Meta’s OmniASR is a beautiful starting point for transcribing lower resource languages. It doesn’t capitalise or punctuate but it’s strong where other transcription models completely fail, say on Irish or other similar langua...

a month ago
1
2

Chorus v1

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Transcribing overlapping speakers is a long-standing challenge for AI models.

To date, the approach has been to first transcribe as though there is just one speaker, and then identify and separate the speaker transcripts usi...

2 months ago
2

Voice Loop — A Local Voice Agent in ~500 Lines of Python

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Local voice agents have so far been unusable, largely because large language models (LLMs) that can run on your laptop were not strong enough to maintain a sensible conversation. Models like Gemma 4 are beginning to change th...

2 months ago
4

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