AI Prompt

Human-in-the-Loop Agent Approval Design

A practical AI prompt for Automation & Agents: Human-in-the-Loop Agent Approval Design. Built for clear inputs, evidence-aware decisions, and a usable final result.

PROMPT GUIDE

PROMPT GUIDE / AUTOMATION & AGENTS

Use this practical prompt to create a clear, evidence-aware deliverable for Automation & Agents work.

READY-TO-USE PROMPT

Human-in-the-Loop Agent Approval Design

COPY THIS PROMPT

Design a human-in-the-loop approval system for an AI agent that performs [TASK]. Classify actions by risk, define what may run automatically, what requires approval, and what must be prohibited. Include evidence shown to the reviewer, timeout behavior, audit logs, idempotency, rollback, escalation, and tests for prompt injection and ambiguous instructions.

INPUTS
[Paste your goal, source material, constraints, audience, deadline, and required output.]

QUALITY RULES
- Separate confirmed facts, assumptions, and missing information.
- Do not invent sources, measurements, results, quotes, or requirements.
- Make recommendations specific, prioritized, and testable.
- State risks, dependencies, and the next practical action.
- Ask focused questions when missing context would materially change the answer.

How to use it

Replace every bracketed field with real project information.
Attach representative examples, evidence, and constraints.
Review assumptions and verify important claims before using the result.
Run the prompt again with corrections when new evidence appears.

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