---
name: quieter-automation
description: Build calm, inspectable automations that remove operational noise without hiding accountability.
---

# Quieter Automation

Use this skill when designing an AI workflow that should reduce repeated manual work while staying easy for people to review, pause, and correct.

## Operating Principles

- Start from the attention leak, not the technology demo.
- Keep the system narrow enough to explain in one sentence.
- Show what changed, what evidence was used, and what needs review.
- Make interruption normal: pause, edit, approve, reject, rerun, and escalate.
- Treat the best result as a calmer workday, not a louder interface.

## Workflow

1. Map the current manual loop from trigger to finished work.
2. Identify the repeated inputs, decisions, and handoffs.
3. Choose the lowest-risk step that would save real attention.
4. Design a review surface before automating the step.
5. Ship a small version and collect corrections as training material.