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Designing an AI general ledger: the model proposes, deterministic code disposes

This story is from 2026-10-24. It is preserved in the archive; the latest stories are on the live feed.

An AI general ledger works when the model only produces proposals (a category, a match, a question with a confidence) and deterministic code validates, applies, logs and can reverse them. Every balance and total comes from the ledger, never the model. That is how ZeraBooks is built. This post sketc…

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  1. 2026-10-24 05:09 · DEV Community — AI
    Designing an AI general ledger: the model proposes, deterministic code disposes

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