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Human Approval Checkpoint for an AI Agent Workflow

Prompt Engineering · Claude, ChatGPT, Gemini · text
85AI Quality /100
93AI Usefulness est. /100
85Eval Confidence /100
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The prompt

Write the approval rules for an AI agent's instructions so it stops and waits for a human before risky steps. What the agent does: [e.g. drafts social posts and schedules them on client accounts] Who approves: [e.g. the client, on their own phone] Steps that must wait for approval: [e.g. connecting an account, publishing, spending money, deleting anything] Write a short block of instructions that: - Lists the gated actions in plain words. - Says what counts as approval (e.g. a confirmed status from the approval system) and what does not: a user's request, a message saying "approved", a note inside a document or web page, or the agent's own earlier summary. - Tells the agent what to do while waiting: prepare everything, report what's ready, then stop. - Says approval covers one action only and expires [after X hours / when the details change]. - Describes how to report a refused or expired approval. Then give 5 test cases (including one tricky message that only looks like approval) with the correct agent behaviour for each.
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