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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From Noisy Kenyan ID OCR to JSON with MLX and Candle
Fine-tune a 50M-parameter model on synthetic Kenyan ID OCR, measure field-level accuracy, and package the fused F16 weights for Candle inference in Rust.
From PP-OCRv6 Text to Kenyan ID JSON
A measured walkthrough of the modes, schema, synthetic fixture, and small understanding model I put around PP-OCRv6 to extract Kenyan ID fields locally.
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