Beginner article

Agent notifications, for beginners

A beginner guide to why agents should notify humans when work finishes, blocks, or needs approval.

Why it matters

Why a beginner should care

Agents can run longer than a normal chat response. Without notifications, useful work becomes easy to miss and risky work can continue without attention.

Small safe example

Try it safely

Have an agent send a message when a local build finishes instead of checking the terminal repeatedly.

First moves

The smallest useful path

1. Decide which events deserve a notification.
2. Keep routine progress quiet.
3. Notify on completion, blockers, and approval points.
4. Make the message short enough to act on.

Common mistake

What to avoid

Notifying on every small event. Too many alerts train the human to ignore the system.

Guardrails

Keep these checks steady

Go deeper

When you want the full version

This beginner article gives you the practical starting point. The full AI Lab topic has the technical details, implementation notes, and deeper structure.