← Multimodal AI: Text, Images, and Audio Together

Lesson 6 of 8

Eval that is not only text

Lesson 6 of 8 · Multimodal AI: Text, Images, and Audio Together

In this lesson. Gold images, transcripts, and a small fixture set.

What you will learn

  • Gold fixtures
  • Vision and audio
  • Ship bar

Walkthrough

You will define fixtures for vision and audio. If you cannot eval, you cannot ship. This is the fundamentals close.

Work through the ideas in order. After each point, pause and connect it to a task you already do — a document, a workflow, or a feature you own. The goal of Multimodal AI: Text, Images, and Audio Together is usable skill, not a pile of notes.

If something is unclear, rewrite it in your own words before you continue. Teaching the step back to yourself is the fastest way to see gaps.

Practice

List eight fixtures (inputs and expected traits) for your job.

Keep the first attempt small. A finished example you can reuse beats a perfect plan you never run.

Check your understanding

  • Can you explain the goal of this lesson in one sentence to a teammate?
  • Where would you apply “Gold fixtures” in your own work this week?
  • What would you change on a second pass of the practice?

Next. Continue to the following lesson when the practice has a real artifact, even a rough one.