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This paper proposes a tokenizer transplantation pipeline for lightweight ASR models like Moonshine to address autoregressive collapse in Bengali. By replacing the English-centric tokenizer with a BanglaBERT WordPiece vocabulary, token fertility drops from 9.16 to 1.30 and sequence length by 85.8%, achieving 21.54% WER on the Lipi-Ghor dataset.