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The open-weights AI model GLM 5.2 demonstrated near-human bookkeeping accuracy by processing a real quarterly UK VAT return. It completed 59 transactions in 68 minutes for just $2.73, yielding a final calculation within 7 pence of the human-prepared result.

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