Frontier models haven’t improved at accounting on their own. One-shot LLM classification has plateaued (and actually declined since June). Accuracy improves with access to ledger history, but at significantly higher cost and token usage.
Breaking: AI Can’t Close Your Books From the Outside (Yes, Including Jev)
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October 7, 2026
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