Teaching Qwen3-TTS to speak Swahili
Qwen3-TTS knows ten languages and Swahili is not one of them. This is how a small adapter taught it, what the tokenizer had to be told about sounds like mb and ng', and why …

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Notes connected by the Qwen3-Tts tag.
Qwen3-TTS knows ten languages and Swahili is not one of them. This is how a small adapter taught it, what the tokenizer had to be told about sounds like mb and ng', and why …
A read of the Qwen3-TTS-12Hz checkpoint from its safetensors headers rather than its model card, covering the talker, the 15 step depth predictor, and the RVQ decoder that …
A day of profiling a two-billion-parameter speech model on an M4 MacBook Pro, told as six wrong predictions. The largest win was nine lines of sorting, and one of my two …
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