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Addresses, deadlines, and consent need maintained systems of record—not just AI memory. Fetch and compare the current value immediately before an action, then bind approval to that exact result.
Learning AI is not about picking the next best tool. It starts by turning every AI mistake into a clear work rule the AI can read and reuse next time.