Beginner article

Model choice is system design, for beginners

A beginner guide to choosing the right model route for the task, risk, cost, and human decision boundary.

Why it matters

Why a beginner should care

The best agent systems do not blindly use the biggest or cheapest model. They match capability to consequence so the system stays useful, affordable, and reviewable.

Small safe example

Try it safely

Use a fast route to clean up a public paragraph. Use a stronger route to compare public sources. Ask a human before anything is published or acted on externally.

First moves

The smallest useful path

1. Name the task.
2. Estimate difficulty and consequence.
3. Choose a default, escalation, or human route.
4. Define what evidence proves the route worked.

Common mistake

What to avoid

Treating model choice as personal preference instead of system design.

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.