Stop before the agent changes the record

The agent has prepared 186 amendments. The release step will change billing terms. Where should Maya put the required human checkpoint? Before the agent releases amendments into the billing system, with the exception list and confidence notes visible. Right. This preserves the human's Article 14 powers to interpret, override, and stop before the consequence lands. After the release, by sampling 10 updated accounts the next morning. Too late for this risk. Sampling helps monitoring, but it does not preserve a meaningful ability to reverse before customers are affected. At the start, by asking Legal to approve the general prompt once…

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