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Keep what a model asked to change, until the person answers, in a store with memory, JSON file and GORM implementations and one shared conformance suite. Create checks the pending cap and the hourly rate in the same step as the insert, Settle is a compare-and-set so two frontends cannot both answer, and the audit holds hashes, never content. Assisted-by: Claude Code:claude-sonnet-5-5 Signed-off-by: Ettore Di Giacinto <mudler@localai.io>