Lab topic / 2 articles

Email automation

Plan reliable automated email workflows with clear permissions, duplicate handling, review queues, action records, and a controlled path from draft to send.

An automated email workflow should have an identifiable beginning, an allowed action, and a recorded outcome. Describe those parts in plain language before adding a schedule or a model. The same description helps explain what should happen when a message is delivered twice or processing stops halfway through.

The articles here cover API and CLI operating patterns alongside the boundaries needed for AI agents. Start with a small test mailbox and a read-only or review-only task. Decide who checks uncertain results and how completed work is recognized. Expand the workflow only after you can inspect a normal run, recognize an incomplete run, and resume it without duplicating an action.

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